{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Quickstart\n",
    "\n",
    "`geoplot` is a geospatial data visualization library designed for data scientists and geospatial analysts that just want to get things done. In this tutorial we will learn the basics of `geoplot` and see how it is used.\n",
    "\n",
    "You can run this tutorial code yourself interactively using [Binder](https://mybinder.org/v2/gh/ResidentMario/geoplot/master?filepath=notebooks/tutorials/Quickstart.ipynb)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Configure matplotlib.\n",
    "%matplotlib inline\n",
    "\n",
    "# Unclutter the display.\n",
    "import pandas as pd; pd.set_option('max_columns', 6)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The starting point for geospatial analysis is geospatial data. The standard way of dealing with such data in Python using `geopandas`&mdash;a geospatial data parsing library over the well-known `pandas` library."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import geopandas as gpd"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "`geopandas` represents data using a `GeoDataFrame`, which is just a `pandas` `DataFrame` with a special `geometry` column containing a geometric object describing the physical nature of the record in question: a `POINT` in space, a `POLYGON` in the shape of New York, and so on."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>id</th>\n",
       "      <th>POP_2010</th>\n",
       "      <th>ELEV_IN_FT</th>\n",
       "      <th>STATE</th>\n",
       "      <th>geometry</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>53</td>\n",
       "      <td>40888.0</td>\n",
       "      <td>1611.0</td>\n",
       "      <td>ND</td>\n",
       "      <td>POINT (-101.2962732 48.23250950000011)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>101</td>\n",
       "      <td>52838.0</td>\n",
       "      <td>830.0</td>\n",
       "      <td>ND</td>\n",
       "      <td>POINT (-97.03285469999997 47.92525680000006)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>153</td>\n",
       "      <td>15427.0</td>\n",
       "      <td>1407.0</td>\n",
       "      <td>ND</td>\n",
       "      <td>POINT (-98.70843569999994 46.91054380000003)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>177</td>\n",
       "      <td>105549.0</td>\n",
       "      <td>902.0</td>\n",
       "      <td>ND</td>\n",
       "      <td>POINT (-96.78980339999998 46.87718630000012)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>192</td>\n",
       "      <td>17787.0</td>\n",
       "      <td>2411.0</td>\n",
       "      <td>ND</td>\n",
       "      <td>POINT (-102.7896241999999 46.87917560000005)</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    id  POP_2010  ELEV_IN_FT STATE  \\\n",
       "0   53   40888.0      1611.0    ND   \n",
       "1  101   52838.0       830.0    ND   \n",
       "2  153   15427.0      1407.0    ND   \n",
       "3  177  105549.0       902.0    ND   \n",
       "4  192   17787.0      2411.0    ND   \n",
       "\n",
       "                                       geometry  \n",
       "0        POINT (-101.2962732 48.23250950000011)  \n",
       "1  POINT (-97.03285469999997 47.92525680000006)  \n",
       "2  POINT (-98.70843569999994 46.91054380000003)  \n",
       "3  POINT (-96.78980339999998 46.87718630000012)  \n",
       "4  POINT (-102.7896241999999 46.87917560000005)  "
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import geoplot as gplt\n",
    "usa_cities = gpd.read_file(gplt.datasets.get_path('usa_cities'))\n",
    "usa_cities.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "All functions in `geoplot` take a `GeoDataFrame` as input. To learn more about manipulating geospatial data, see the section [Working with Geospatial Data](../user_guide/Working_with_Geospatial_Data.ipynb)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "import geoplot as gplt"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "If your data consists of a bunch of points, you can display those points using `pointplot`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x1290c9320>"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "continental_usa_cities = usa_cities.query('STATE not in [\"HI\", \"AK\", \"PR\"]')\n",
    "gplt.pointplot(continental_usa_cities)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "If you have polygonal data instead, you can plot that using a `geoplot` `polyplot`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x1291c7128>"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "contiguous_usa = gpd.read_file(gplt.datasets.get_path('contiguous_usa'))\n",
    "gplt.polyplot(contiguous_usa)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can combine the these two plots using overplotting. **Overplotting** is the act of stacking several different plots on top of one another, useful for providing additional context for our plots:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x129a73eb8>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = gplt.polyplot(contiguous_usa)\n",
    "gplt.pointplot(continental_usa_cities, ax=ax)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "You might notice that this map of the United States looks very strange. The Earth, being a sphere, is impossible to potray in two dimensionals. Hence, whenever we take data off the sphere and place it onto a map, we are using some kind of **projection**, or method of flattening the sphere. Plotting data without a projection, or \"carte blanche\", creates distortion in your map. We can \"fix\" the distortion by picking a better projection.\n",
    "\n",
    "The Albers equal area projection is one most common in the United States. Here's how you use it with `geoplot`:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<cartopy.mpl.geoaxes.GeoAxesSubplot at 0x129aec6a0>"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import geoplot.crs as gcrs\n",
    "\n",
    "ax = gplt.polyplot(contiguous_usa, projection=gcrs.AlbersEqualArea())\n",
    "gplt.pointplot(continental_usa_cities, ax=ax)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Much better! To learn more about projections check out the section of the tutorial on [Working with Projections](../user_guide/Working_with_Projections.ipynb).\n",
    "\n",
    "What if you want to create a [webmap](https://en.wikipedia.org/wiki/Web_mapping) instead? This is also easy to do."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<cartopy.mpl.geoaxes.GeoAxesSubplot at 0x129b80c18>"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = gplt.webmap(contiguous_usa, projection=gcrs.WebMercator())\n",
    "gplt.pointplot(continental_usa_cities, ax=ax)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This is a static webmap. Interactive (scrolly-panny) webmaps are also possible: [see the demo](../gallery/plot_boston_airbnb_kde.rst) for an example of one.\n",
    "\n",
    "This map tells us that there are more cities on either coast than there are in and around the Rocky Mountains, but it doesn't tell us anything about the cities themselves. We can make an informative plot by adding `hue` to the plot:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<cartopy.mpl.geoaxes.GeoAxesSubplot at 0x129c42c88>"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x432 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = gplt.webmap(contiguous_usa, projection=gcrs.WebMercator())\n",
    "gplt.pointplot(continental_usa_cities, ax=ax, hue='ELEV_IN_FT', legend=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This map tells a clear story: that cities in the central United States have a higher `ELEV_IN_FT` then most other cities in the United States, especially those on the coast. Toggling the legend on helps make this result more interpretable.\n",
    "\n",
    "To use a different [colormap](https://matplotlib.org/3.1.0/tutorials/colors/colormaps.html), use the `cmap` parameter:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<cartopy.mpl.geoaxes.GeoAxesSubplot at 0x12c8642b0>"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x432 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = gplt.webmap(contiguous_usa, projection=gcrs.WebMercator())\n",
    "gplt.pointplot(continental_usa_cities, ax=ax, hue='ELEV_IN_FT', cmap='terrain', legend=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "`geoplot` comes equipped with a broad variety of visual options which can be tuned to your liking."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/alex/miniconda3/envs/geoplot-dev/lib/python3.6/site-packages/scipy/stats/stats.py:1633: FutureWarning: Using a non-tuple sequence for multidimensional indexing is deprecated; use `arr[tuple(seq)]` instead of `arr[seq]`. In the future this will be interpreted as an array index, `arr[np.array(seq)]`, which will result either in an error or a different result.\n",
      "  return np.add.reduce(sorted[indexer] * weights, axis=axis) / sumval\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Cities in the Continental United States by Elevation')"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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9BGAGhr8KXle5wXNTgZlr+wvqt5iPD+6jNLjd/cHpluB3dAioxgysR9P4nox6bR2lZ8NCzB96e4Lb/wr4YRPLTwoe3+2x3KcR+2iql4DnWnhOtHhvRCx7e3Cb9XoMiJjf4vXf3PXWRPo67PkiH/k09VFaa4QQQggRG6XU74G7gD7abBEvhOhkUiVACCGEiIFSajRm9093YfYdKsGqEEeJ5LAKIYQQMVDmULO9MftA/ZmOXqdTCNEJJGAVQgghhBBdmox0JYQQQgghujQJWIUQQgghRJfWUqMrqS8ghBBCCCGOBtXUDMlhFUIIIYQQXZoErEIIIYQQokuTgFUIIYQQQnRpErAKIYQQQoguTQJWIYQQQgjRpUnAKoQQQgghujQJWIUQQgghRJcmAasQQgghhOjSJGAVQgghhDjO7Nixg0mTJuF0OnniiSfqzbvppptITU1lxIgR9aaXlJQwZcoUBg8ezJQpUygtLY267RkzZjBq1CieeuqpVqfr448/5vPPP2/1ei2RgFUIIYQQ4jiTnJzMs88+y7333tto3g033MCKFSsaTZ8zZw7nnnsu2dnZnHvuucyZM6fRMgUFBXz++eds2bKFu+++u9XpkoBVCCGEEEIAkJqayvjx47Hb7Y3mTZ48meTk5EbTly1bxvXXXw/A9ddfz9tvv91omalTp1JYWEhWVhZr1qxhz549nH/++YwdO5YzzzyTHTt2AHDkyBEuu+wyxo8fz/jx41m7di379+9n3rx5PPXUU+H1O4qtw7YkhBBCCCHCioqKePnll7nxxhtJSUk51snh8OHDpKenA5Cenk5hYWGjZd555x0uuugiNm/eDMC5557LvHnzGDx4MOvXr+eXv/wlH330EXfddRd33303P/jBDzhw4ADTpk1j+/btzJw5k4SEhKg5v+0hAasQQgghRCd4+eWX+fWvfw3Ar371q2OcmtbzeDx8/vnnXHHFFeFpXq8XgFWrVrFt27bw9IqKCiorKzstLRKwCiGEEEJ0ghtvvLHev+3x/PPP87e//Q2A5cuX06dPn1Zvo3fv3uTn55Oenk5+fj6pqanNLm8YBj169Ajntjac98UXXxAXF9fqdLSF1GEVQgghhOgEKSkp/OpXv+qQ6gC33347mzdvZvPmzW0KVgGmT5/OK6+8AsArr7zCxRdf3Ozy3bp146STTuIf//gHAFprvv76a8Cs6/rcc8+Flw0FtYmJiZ2S06q01s3Nb3amEEIIIYQ4+goKChg3bhwVFRVYLBYSEhLYtm0b3bp1Y8aMGXz88ccUFRXRu3dvHn74YX7+859TXFzMlVdeyYEDB+jfvz//+Mc/GjXO2r9/PxdddBHffPMNAPv27eO2224jPz8fn8/H1VdfzezZsykqKuL2229n+/bt+P1+Jk+ezLx589i1axeXX345FouFuXPncuaZZ7bmsFSTMyRgFUIIIYQQXUCTAatUCRBCCCGEEF2aBKxCCCGEEKJLk4BVCCGEEEJ0aRKwCiGEEEKILk0CViGEEEII0aVJwCqEEEIIIbo0CViFEEIIIY4DN910E6mpqYwYMaLe9KuuuoqsrCyysrIYOHAgWVlZgNmnalxcXHjezJkzw+ts3LiRkSNHkpmZyZ133km0bk6PHDnChAkTGD16NGvWrGl1ehcsWMChQ4davV40ErAKIYQQQhwHbrjhBlasWNFo+tKlS8OjYF122WX85Cc/Cc8bNGhQeN68efPC02+77Tb++te/kp2dTXZ2dtTtfvjhhwwdOpSvvvqqtQMAABKwCiGEEEJ0eYsXL2bmzJksXry4Q7Y3efLkRiNTRdJa8/rrrzNjxoxmt5Ofn09FRQWTJk1CKcV1113H22+/XW+ZzZs38+tf/5rly5eTlZVFTU0NK1euZNKkSYwZM4YrrrgCj8cDmLm1Z511FmPHjmXatGnk5+fzxhtvsGHDBq699trw+u0hAasQQgghRAdbvHgxs2fPZsSIEcyePbvDgtbmrFmzht69ezN48ODwtH379jF69GjOOuuscLF+Xl4eGRkZ4WUyMjLIy8urt62srCweeeQRrrrqKjZv3kxVVRWPPvooq1atYtOmTYwbN44nn3wSn8/HHXfcwRtvvMHGjRu56aabuP/++7n88ssZN24cixYtYvPmzcTFxbXr2GztWlsIIYQQQjTyySefcNddd/Hf//3f4b9byvlsr8WLF9fbR3p6OgcOHKBnz55s3LiRSy65hG+//TZqfVWlmhwVFYB169axbds2zjjjDADq6uqYNGkSO3fu5JtvvmHKlCkABAIB0tPTO/CoTBKwCiGEEEJ0sLPOOovZs2cD8Mwzz/DII4906v78fj9vvvkmGzduDE9zOp04nU4Axo4dy6BBg9i1axcZGRnk5uaGl8vNzaVPnz7Nbl9rzZQpUxrlFG/dupXhw4fzxRdfdODRNCZVAoQQQgghOtiMGTN45JFH+Oabb3jkkUc6PXd11apVDB06tF5R/5EjRwgEAgDs3buX7OxsTj75ZNLT00lMTGTdunVorXn11Ve5+OKLm93+xIkTWbt2Lbt37wagurqaXbt2MWTIEI4cORIOWH0+H99++y0AiYmJVFZWdsjxScAqhBBCCNEJZsyYwbx58zosWJ0xY0a4GD4jI4MXX3wxPG/JkiWN9vPpp58yatQoTjvtNC6//HLmzZsXbrT1l7/8hZtvvpnMzEwGDRrEBRdc0Oy+e/XqxYIFC5gxYwajRo1i4sSJ7NixA4fDwRtvvMFvfvMbTjvtNLKysvj8888Bs1eDmTNndkijKxWtHkOEZmcKIYQQQgjRQZqsSCs5rEIIIYQQokuTgFUIIYQQQnRpErAKIYQQQoguTQJWIYQQQgjRpUnAKoQQQgghujQJWIUQQgghRJcmAas4qrx+I+qQcEIIIYRoWm1tLaeffjqnnXYaw4cP58EHHwzP01pz//33c8opp3Dqqafy7LPPhqffeeedZGZmMmrUKDZt2hRe55VXXmHw4MEMHjyYV155Jeo+16xZw/Dhw9vcj+of/vCHVq/TFOmHVRwVgYBBRa2fHfnVJLltDO2TcKyTJIQQQnSa3NxcnnnmGbZu3crIkSO566676o1C1Vpaa6qqqkhISMDn8/GDH/yAZ555hokTJ/Lyyy+zevVqFixYgMViobCwkNTUVJYvX87cuXNZvnw569ev56677mL9+vWUlJQwbtw4NmzYgFKKsWPHsnHjRpKSkurtc+bMmUyYMIEbb7yxTWlOSEjA4/G0ZhXph1UcWwGtiHM6SEmw4/XW4vF4MAyDQCCAYRjHOnlCCCFEh8nNzWXChAnhHE6tNRMmTCA3N7fN21RKkZBgZvb4fD58Ph9KmfHdX/7yF2bPno3FYoZ1qampACxbtozrrrsOpRQTJ06krKyM/Px83n//faZMmUJycjJJSUlMmTKFFStW1Nvf/Pnzef3113nkkUe49tprAXj88ccZP348o0aNqpfDu3DhQk4//XSysrK49dZbCQQCzJo1i5qaGrKyssLrt4et3VsQIiYarSG9h5N9RfvYX2VOdblcxMfHk5iYiNvtRmuNUip80wkhhBDHm2eeeYYZM2bwxBNPAHDhhReiteaZZ57h8ccfb/N2A4EAY8eOZffu3dx+++1MmDABgD179rB06VLeeustevXqxbPPPsvgwYPJy8ujX79+4fUzMjLIy8trcnqkm2++mc8++4yLLrqIyy+/nJUrV5Kdnc2XX36J1prp06fz6aef0qtXL5YuXcratWux2+388pe/ZNGiRcyZM4fnnnuOzZs3t/l4I0nAKlollBva2oDSqsBvGPj9vnr5/bW1tdTW1lJcXAxIACuEEOL4t3XrVu688856084999xw3dK2slqtbN68mbKyMi699FK++eYbRowYgdfrxeVysWHDBt58801uuukm1qxZE7XNiFKqyenNWblyJStXrmT06NEAeDwesrOz2bJlCxs3bmT8+PEA1NTUhHN4O5IErCJmgUCA4uJiEhMTcTgcWK3WmNbzG2aVgLycvXi9tc0u21QA261bN+Li4iSAFUII0eWNHDmSjz76iAsvvDA87cMPP2TkyJEdsv0ePXpw9tlns2LFCkaMGEFGRgaXXXYZAJdeemm4zmlGRgYHDx4Mr5ebm0ufPn3IyMjg448/rjf97LPPbnafWmvuu+8+br311nrT586dy/XXX89jjz3WIcfWFHnri5jV1dVRWFjInj17KCoqwjBia/EfMECjcLrj6XdSJn36DYx5n6Hgdd++fWzbto39+/dTWFhIVVVVuA5sIBCQngeEEEJ0GXfddReLFy/mnnvuYfny5dxzzz0sWbKEu+66q83bPHLkCGVlZYCZi7lq1SqGDh0KwCWXXMJHH30EwCeffMIpp5wCwPTp03n11VfRWrNu3Tq6d+9Oeno606ZNY+XKlZSWllJaWsrKlSuZNm1as/ufNm0aL730UrgRVV5eHoWFhZx77rm88cYbFBYWAlBSUkJOTg4Adrsdn8/X5mOOJDmsok2OHDmCx+Ohf//+WK1WLBYLWkPDEgWf36Cyxk+808Jhbxy9HE603dHm/dbU1FBTU0NRUREATqcTt9tNfHw88fHxWK1WtNZYLJYWizeEEEKIzpCRkcH69et55plnePbZZxk5ciTr169vVy8B+fn5XH/99eHGyldeeSUXXXQRALNmzeLaa6/lqaeeIiEhgfnz5wNm3dnly5eTmZmJ2+3m5ZdfBiA5OZkHHnggXIw/e/ZskpOTm93/1KlT2b59O5MmTQLMHgAWLlzIsGHDePTRR5k6dSqGYWC323n++ecZMGAAv/jFLxg1ahRjxoxh0aJFbT52kG6tRCv4fD527txZb5rFYiE9PZ34xB4YKBxWsETEibvyqyiu8pHWzU5heS0OmwVXXSGBDvrF1ZDFYsHtduN2u0lISMDlcoVzX2OtwiCEEEKIY6LJnCbJYRUxs9kaXy6GYZCXl0fGACeuuDgMDZaInM2eiXaq6wIkxdupLc2lpsZGnVZ0VuhoGAYejwePxxMungjlwiYkJOB2uyUXVgghhDjOSA6riJlhGOzcuZNAINB4plK4XC7S09KIi4tr1CgqEAiwY08OFcrslDjRm9d4G0eJ1WqtlwvrdDolF1YIIYQ49prMRZKAVcQsEAiwb98+amubb+l/0kknER8fX2+aYRgUl1dhsbvYm3eEOF9JZya11VwuFyeffDJVVVU4nU7sdjuGYUiPBEIIIcTRI1UCRMeIJXirra2tF7B6/Qab91cwon93s36rLQ46pwprm/n9foBwy0YVzDGOi4sLd6sF9fuhleoEQgghxNEhAatolViGUfX5fBiGEe45YFdRNT27OdiWW06Cy0acresNxRoXFxcOWsHsby7UI0FJSQnDhg1j7969AOFA1u1243Q6w8tLECuEEEJ0DglYRavE0t+p3+/HMDQaKKmuY3CKOfZxr25O7FYLinj2ZR+OKfg9WtxuN3V1dVHnheq1hqpC1NbWhvvCA7MxWiiIDX1sNpvkxgohhBAdRCrniVaJNYfVjwWfAYfLvBworgLAabNS7KmjsrKySwWrAPHx8VRXV0ed53A4mk2v3+/H4/Fw5MgRDhw4wM6dO8ODHBQUFFBSUkJNTQ2GYYQHO5CBDoQQ4sRlGAaLFi3inHPOYdCgQZxzzjksWrSo3e++gQMHMnLkSLKyshg3blx4+kMPPUTfvn3JysoiKyuL5cuXh+c99thjZGZmMmTIEN5///3w9BUrVjBkyBAyMzOZM2dO1P3t2LGDrKwsRo8ezZ49e1qd3qeffrrJd2trSQ6riFlT4w83FFm0npzgZP+RKtK6u3DYrMTbDA7lHOjMZLaJy+UiLy96zwVOpzN6zwjNiKxSEMlut+NyuXC5XLjdblwuV73cWGnkJYQQx7dAIMBPf/pT9uzZw6xZsxg1ahRbtmxhzpw5/Pvf/2bhwoXtes6vXr2alJSURtPvvvtu7r333nrTtm3bxpIlS/j22285dOgQ5513Hrt27QLg9ttv54MPPiAjI4Px48czffp0hg0bVm/9t99+m4svvpiHH364TWl9+umn+elPf4rb7W7T+pEkYBWtEsuvQ7/fjwICWrP7iIeM7i78AY3VYpBTUst7uRZBd3rXAAAgAElEQVTOSzNwd5Grz263o7XG6/VGne9wODpsaDmfz4fP56OysrLRPhwOB06nMxzQOhwOLBaLVC0QQnwvaa2Py2fekiVL2LNnD59++ikulwuAzMxMLrzwQiZPnsySJUu45pprjkpali1bxtVXX43T6eSkk04iMzOTL7/8Mpymk08+GYCrr76aZcuW1QtYly9fztNPP43VauXTTz9l9erVLFy4kGeffZa6ujomTJjAn//8Z6xWKytXruTBBx/E6/UyaNAgXn75ZV566SUOHTrEOeecQ0pKCqtXr27XsUhWjohZrDmsgUAAhxV+995OHBYLaT3icDttZOd72FPsJb8G9nq6zkMoLi6u2RzUuLi4JoPZjlJXV4fH46G4uJi8vDz27NnD9u3b2b59O/v37yc/P58jR45QWVlJXV0dWutw9YKuVr1CCCFiobWO+k4JPd8qKiowDOO4q0I1f/58Zs2aFQ5WQ1wuF7NmzQoPm9oWSimmTp3K2LFj+etf/1pv3nPPPceoUaO46aabKC0tBSAvL49+/fqFl8nIyCAvL6/J6ZEuvPBCZs6cyd13383q1avZvn07S5cuZe3atWzevBmr1cqiRYsoKiri0UcfZdWqVWzatIlx48bx5JNPcuedd9KnTx9Wr17d7mAVJIdVtJLVZsNms1Nb03SdFA3sOOTh8mG9cTusWCyKGl+At3cUYvjr6O6AAfFd5wHkdrubDUgdDgfl5eVHMUXfMQwjatUCMHOGnU4nDoejXq6s1WqtF8RKzqwQoisK1eu3Wq3hIvLQD/GcnBxqa2ux2+2kpaWRmJiIUuq4eJYdOHCAUaNGRZ03cuTIcPeJbbF27Vr69OlDYWEhU6ZMYejQoUyePJnbbruNBx54AKUUDzzwAPfccw8vvfRS1GBfKRU1o6Ol7/bDDz9k48aNjB8/HoCamhpSU1NZt24d27Zt44wzzgDMDJhJkya1+RibIgGriJnWmoz+J2Oz28nZuwtfg1b1AWVDa4UiQFlNAAvQM8FBcaWXrw9VUOjxMr2vn4yE2EaT8hsaq2r5Jmqv+Pj4ZgNSu92Ox+NpcTtfbDnIq//eTCBgcNm5w5g2aXBHJrORUPWChiwWC3a7HbvdXq+qgcPhwGaz1atmEHoBHA8vASHEicUwDHbt2kVaWhpJSeYoiBUVFRw6dCj8jPL5fBw8eDA8uMvx8Kzq378/W7ZsITMzs9G8rVu3MmDAgDZvu0+fPgCkpqZy6aWX8uWXXzJ58mR69+4dXuaWW27hoosuAsyc04MHD4bn5ebmhrfR1PSmaK25/vrreeyxx+pN/9e//sWUKVNYvHhxm48rFlIlQMRMa01lRRnVVR78Pn+9eX7loNrRmxpnKnW2RAxD43ba6JnoxGaz8O72Qlau3c+a7Momtl7fm1vKufTlA/xkwQGOeDp3lAGbzU5hUfSRt2w28zddZEOyaNZuzuFXz6xgw7Y8vtqZz6PzP+Gt1ds6PK2xMAwDr9eLx+OhpKSEgoICcnJyyM7OZvv27Wzbto09e/Zw8OBB8vPzKSoqoqKigtraWvx+P1prAoFA+HO8FccJIbo+wzAoLS1Fa01+fj45OTkcPHiQ3NzcqLl/tbW1HdbavLPdfPPNzJkzp9GokLW1tcyZM4ebb765TdutqqoKt3+oqqpi5cqVjBgxAoD8/Pzwcm+99VZ4+vTp01myZAler5d9+/aRnZ3N6aefzvjx48nOzmbfvn3U1dWxZMkSpk+f3uz+zz33XN544w0KCwsBKCkpIScnh4kTJ7J27Vp2794NQHV1dbhhV2JiYqM2G20lOawiZn6/n+Ijh6PO0/V+9So25ZdQVgeZRR4OltdSWFqD1aIYkOSIaV/vbjcvcL8BH2ZXcfXoHu1NPj5/gNfe28Lmnfk4nVZ6do/nP9ty2X+oDK3hv07rz+N3TcNh/y4H2OFwxNRDwIvLNuKt+2652jo/Ly3bxKXnDGtmrWNDa01dXV2T/c4qpcI5tKFc2sgcWqvVGq7PHApmJae27UIv59BgG9JLhPi+iOzPuqqqqsXlKyoqiIuLC/eN3VXNmDGDd999l8mTJzNr1ixGjhzJ1q1bmTNnDpmZmVx99dVt2u7hw4e59NJLAfN9fM0113D++ecD8Otf/5rNmzejlGLgwIG88MILAAwfPpwrr7ySYcOGYbPZeP7558Pf33PPPce0adMIBALcdNNNDB8+vNn9Dxs2jEcffZSpU6diGAZ2u53nn3+eiRMnsmDBAmbMmBGuXvfoo49yyimn8Itf/IILLriA9PT0dtdjVS3knkjWiggrLy+vV4QQSQN+ixO0wqZr8QVg4X6zL9YMt2ao07yIB6XEFrC+t72CP39eit0KL1zRl17x7ftt5a3z8+tn3ufLb/PwB6I3UrIouO3y07lh+pjwtKSkJHr27Bn+5diUn/7uDXbmFNWbltLDzXtzr2tXursqpRQ2m63Rx+FwYLfbw39brdZGDSskuK0vEAiQn59PWVkZw4YNk4BVfC94vV6ys7NbtY7dbmfw4MHHxT1iGAZLlixh/vz55OTkMGDAAG6++Wauvvrq4yL9x1CTLwbJYRUxMQyjyeIYv8VJjT0Zh9+D0zBzRh1WuGagQZEX0uPAqloOVA1D89XOfFxOGxecmsr5QxOB9tdhLSmv4caH3+TQkeaLJQwN/9meVy9g9fv9Mf2anz55CHOXllFbZ1YdcDlsnP9fnVuH9VjSWjdZh7Yhi8WCzWarF8iGgtv4+Pjw9iJzbkPTIn0fAt2amprwdyLEicowDEpKolfDao7P5yMQCBwXAZ/FYuGaa645at1XfR9IwCpiorVuVB8nJKAcgAW/NQ5n4Lug0GWFjFb0FTxr7krWbT2I1nDtBaOYefnpUZfzVHv5dk8hQwb2okeiK+oykV548z8UlrRc3ATQt1e3en9XVlailGqxHs4VU0ZQVevjtRVbMAzNj848hduvnBDTPk90hmE0WQXhlFNOoaCggIqKivA0i8WC1WoNtxwO/T/yE5mDG1omFMxG6yonFOQ2/Ler8Xg8uN3uLps+ITpKW3teqaysJCkpSe6R7yEJWEVMlFJNBqyOgAeFgc2IPj8WtXV+Ptm0H8MwA41/rPo2asBaW+fnqvtex1Ndh9Nh5c3HZ5Dgdja77aKyqkbVABTgctqo8X7XmMpus/CzH2U1Wr+kpITU1NRmA1alFDdOH8ONEbmzomVKqUYN2kJd3bRlsIbQSGENA9xQ116h+UqpcJAbqjcaOS9y+WifkKZyg1ub5pDq6upwNz9CnKhCDTzborKyku7du8s98j0kAauISajleDQKjSMQWw5mU5x2K0mJLkoqarFaFCf1TYq6XEFRJeWVtXh9Zuv1nPwyhg/qHXXZkB/9YAhffpNHbZ0fi0XRI8HFm0/MIKl7AuVeO795fCmGhlsuHUe/3t0brV9ZWUlycnK7jk9Ep5Rq9bC3zYns4aCzRQa2oe5gCgoKoub8NJUbFJoe+jFYU1MjOUfihBYIBMKd2rdFVVWV3CPfUxKwiphYLBaGDBlCTU0NpaWlHdZNRYhSir89cAkv/PM/xDnt3H5l9OoA/dK6M2RgCtv2HqFf7+4M7t94POWGfjj+ZAKGwVsfbSepWxx3XDWB+DgHcXFxDBzYm2d/fVGz6zudzqMSAH0fWSyW4/a7jfwRV1ZWRnp6epM9L8QqVH0iNCyvECcai8VSrwpQa4W67YuLi+vAVHWuUA8gon0kYBUt0lpTUlISLorp27cvhmGwe/fuDhsWNGAYrFq/hzinnZ9fPIYeidEfRlaLhb/97hJKKmpI7haHxRLbL+0pEzKZMqF+J86xDrkqD5rO09E5rMdKRUUF/fr1w2q1tvt49u3bx8CBA3E6nXLtiRNOR9zz5eXlXf7+2LlzJ3PnzuW1116jtLSUpKQkrrnmGu644w6GDBlyrJN3XOq6Z1t0GYZhUFVVhcfjIS8vjx07dlBbW8vgwYNJTulF7/SMdhfRvL16Oy8u28g7n+7gnqdXNLusxaJI6eGOOVhtitvtjqkj6rKyMmw2m7Te7mA2m63JscSPVx0RfAcCAfbu3UtZWVl44AYZyEGcKDri+vV4PF36Pli2bBlnnnkmPXv2ZPPmzRiGwebNm+nZsydnnnkm77zzTpu2u3PnTrKyssKfbt268fTTT9db5oknnkApRVGR2c2i1po777yTzMxMRo0axaZNm8LLvvLKKwwePJjBgwfzyiuvRN3nmjVrGD58OFlZWVGHCG/JH/7wh1av0xTJYRUxadjg6sCBA6SlpZGckgooamqqqChre70kT00dhqExDE1VdfuKVWPlcrnIzc1tcTnDMDhy5Aj9+vVj79697S72jZXWmjVf5bB6w1569YjnJz8cRlpK4lHZ99HgcDgwDIOaWh9LP/iGyiovl55zKhlR6hHHIq+wgsLSKoafnFpv8Iejwel0dlhpA5jn/tChQxw6dCjc523kIA7x8fG4XK7wSztUl1aI74OmGgB3BTt37uSWW27hvffeY+zYseHp/fv35+GHH+bHP/4xF154IWvWrGl1TuuQIUPYvHkzYP6w7du3b3ggATCHWv3ggw/o379/eNp7771HdnY22dnZrF+/nttuu43169dTUlLCww8/zIYNG1BKMXbsWKZPnx4eIjdk0aJF3Hvvvdx4441t+Tr4wx/+wG9/+9s2rduQ5LCKFimlogZpBQUFVFV6AI0RaFuLz5ArzhvBmaMHcurAFH5/+3nt2lZT/P4AX+/K5z/f5lJQXE0gYMQcfBYVFVFSUsKgQYOOWjHUnAVr+N2fV/Huml38ffnXXHXf6+w+WHxU9n00hEYRu/2P7/K3Nzfw9+Wb+dnsf1JS3vpf8Z9s3MdV973O/zyxnJ898Ea4P9yjxWazdWjAGinU5211dTVlZWUcPnyYvXv3sm3bNvbu3Ut+fj6lpaV4vV4MwzhmVSwCgUCnfQdCNNRVc1nnzp3LbbfdVi9YjTRu3DhmzpzJc8891679fPjhhwwaNIgBAwaEp91999386U9/qvfjddmyZVx33XUopZg4cSJlZWXk5+fz/vvvM2XKFJKTk0lKSmLKlCmsWFG/dHP+/Pm8/vrrPPLII1x77bUAPP7444wfP55Ro0bx4IMPhpdduHAhp59+OllZWdx6660EAgFmzZpFTU0NWVlZ4fXbQ3JYRYuaC+oO5R2kZ2oayUlJeNrREMvtsvPHO6cCwZzFvVV4vAZThiRga2fRP0BNrY+bHnmLnPwyfH4DpaBf73/x/KwfkdYzIaZtFBYW4na7SU9PJy8vr91pak5+USXvrtlJnc8MPvwBg0DAYO7S9Txz74Wduu+jxW6346mu5ds9hRgR3UN9u7eQM0cPaGHt+l56ZxPeYJBaUOzh610FTBiR0eFpbsqxCtS8Xi9erzc8xKXFYiEpKYlevXqFu+7qbKGqCvn5+bhcLlJSzIaQ0u2Q6EwVFRUkJCR0uevstddeC+eCNuXmm29m9OjRzJ07t837WbJkCTNmzAj//c4779C3b19OO+20esvl5eXRr1+/8N8ZGRnk5eU1Ob1hOj/77DMuuugiLr/8clauXEl2djZffvklWmumT5/Op59+Sq9evVi6dClr167Fbrfzy1/+kkWLFjFnzhyee+65Fr+PWEnAKpqltW623kqVoxeeCsXQuNiGXI3Ffw7W8PSnxQQMzbcFtdx7Tq92b/Otj7eHg1UArSG3sIyHXviIeb+dHvN2CgsLGTBgQKcHrPsOleKwWcMBK5jD3+4+cOLksNpsNmwWSOoWR0l5tTm8b0DTL631VQIyUruRnVOML2AQMAx6Jx/d+sZa6y5RJG8YBsXFxRQXF9O9e3d69eqF3W5vVGXAMIxw7pTH48Fut4erGMRavSC0jcOHD4dHLaqsrKS4uJjk5GR69TLv264WUIgTg8fj6RL3XCTDMCgtLa0XCEbTr18/SkpK2tx7QF1dHe+88w6PPfYYYPbf/Pvf/56VK1c2WjZaLnTkiIINpzdn5cqVrFy5ktGjRwPmOcjOzmbLli1s3LiR8ePHA2b3fKmpqa0+rpZIwCqa1VLAatU+AtjYc6SWgCMVd90RFO0rpgkY4AtoNLBmbzXXjvVhc9hZlmvBboGf9DNItLdumxWe2nCwGmIYmv2HWlfvtrq6mkAgQFJSUr2+BGu9PuYv28Tq/+wlpYebX/xkPGNP7dO6REY4pX9P6vz1i3aVUozI7PiHwLFis9kIBAL85b4f8/uXPqGyysutl41nYHqPVm/rNzdMxh/QHMgv47qLshjYJ3o/vp3FMIwu9/IsLy+nvLwct9tNr169wo0GfT4f5eXlVFRU1KsLqJTC7XaTkJBAYmIiDocjagAbyk0uLS2lsLCwURUEwzAoKioKB66hF5cErgI6ptEVmDn7JSUlJCcnd5neAkIlHAcPHqxXj7ShgwcPtivd7733HmPGjKF3b7MP8j179rBv375w7mpubi5jxozhyy+/JCMjg4MHD4bXzc3NpU+fPmRkZPDxxx/Xm3722Wc3u1+tNffddx+33nprvelz587l+uuvDwfQnaVrnGXRZUULWA0UBuYLzO6vRAM+Awxlx1DtfylNHBBHSry5HaslmBtarfBpqA7A4v0WtpW3Ljj44fiTcTZoiGO1KIYObH3ubUlJCT179qw37X+fWsHiFVs4UFDOph35/M8Ty/l6V0Grtx2S0iOen114Gi6HDaXA6bCS6HZwx1UT27zNrsZqteL3+zmpbxLzH7iEpXOu4ofjT27TtrrFO/njnVNZ/NiVXHDGKR2c0pZV1tSx6ttCylvuJe2oq66uJicnh+zsbHbt2kV2djaFhYWNGq5oramqquLw4cPs3r2bHTt2kJubS0lJCXV1dQQCAbxeL5WVlezZs4f8/Pxm68tqrSkuLmbHjh0cPnwYv99/QnRhJrqOgoICDh482KXqT19zzTW8+OKLzS4zf/58rrnmmjbvY/HixfWqA4wcOZLCwkL279/P/v37ycjIYNOmTaSlpTF9+nReffVVtNasW7eO7t27k56ezrRp01i5ciWlpaWUlpaycuVKpk2b1ux+p02bxksvvYTH4wHM6gaFhYWce+65vPHGGxQWFgLmOzInJwcwq361ZdTCaCSHVbQo8sVmYKXKmWb+of3YqcNps+D1a9AB0O1/aCilmHNRGv/eVsnwNCd9uttJCmi+KVN4AhBA8fkRGNY99l/qpwxI4S+/nc5jr39Ngc9JbcFBBqW4ePAX57Q6fWVlZaSmpmKxWDAMg4OHy9mSXVCv+L62zs8r//qKJ++5oNXbD5l5+emckTWAtZtzSO7uZtqkTLonuNq8va4mFLCeCGb9K5+8ioPYrRbmX5lOnL3r5QW09qVhGAaVlZVUVlZSXl7OgAEDyM7ObvV+Q/04h/qiTE1NPWr1a8WJr7Kykt27d9O/f38cDscxv67uuOMOzjzzTH784x8zbty4RvM3bNjAvHnzWLNmTZu2X11dzQcffMALL7wQ0/IXXnghy5cvJzMzE7fbzcsvvwxAcnIyDzzwQLgYf/bs2S2O6Dh16lS2b9/OpEmTAEhISGDhwoUMGzaMRx99lKlTp2IYBna7neeff54BAwbwi1/8glGjRjFmzBgWLVrUpmMOUS1kz3e9JnjiqAm9aPLz88PT6gWswKkZ3XDZrWzPq6DWZ+a9dqsrwGaz4Xa7w6OR+Hy+cJ2dtqcHFu634PHDyO6aH6S27vKs8Rlcu/AgPgPSezj562VpLa/UhJNOOgnDMMjJyeHbPYf55Zx3qa6tHxAMPzmVBQ//pM37ONENHjyYwsJCysvLj3VS2u2KVw5Q69c4rBb+cnk6qQknVl7AgAED8Pl8HDp0qN3bUkrRo0eP8I++Yx1giKOrurqavXv3dsq2U1NTSUlJQSl1TKvoLFu2jFtuuYWZM2dy8803069fPw4ePMj8+fOZN28e8+fPZ/r02NtOfM80eeK6XjaA6DK01o3GfLYQwFlXBIaZM2azmteW02ZBa43DZuHUU08lMzOTXr164XA4sNvtdO/encGDT6FnWj+stra9zJWCawca3DzIqBesrt1XxbULD3Lfvwuo9TUdEFuVwmZVOKyKBGf7Aorc3FzcbjcpKSkMGZCC3Vb/VnI5bFxwxuB27eNEdzwPy9rQ3ZN7MiDJzi/PO5nMPs3nUhyP3G53u8Z/jxR6ruzcuZP8/PxwdQNx4gvl2neWwsJCcnJyjnkVgYsvvpg1a9ZQWlrK6NGjsVgsjB49mtLSUtasWSPBahtJDqtoktfrrVcE6LUm4LMlmpXmg3VVh2V0w2m3cqComj1HPPRVhU3+CvK6elGHk5QEGz2sNWitcbvdOBwO/H4/5eXllJaWYhgGcXFxJCYmkpiYiN1u559bDnOgpJIfD3LTu4c5raamhvLycq56eTcl1QGcNsWdP+jJ5EFNtxDPLfNxsNbFuaf2pLq0sF3fT1xcXDin9YvNu5lx70tU19YRMDTnnT6IB245G5u1+d+E5Z5aFq/YwpqvcujRLY5rzh/FGac1XVn/RDJ06FD279/fpTsBb63evXvjdrvZt2/fsU5Kh+nWrRt9+vRhx44dnbqPtLQ0rFar5LiewAKBADk5OTGNMNgeNpuNwYMHd5lrqa29AXxPNZnDemKVW4kOEwgEKC6u34WS3+JCY8GivRjKAigOFFWT0s3J+7sO09dWjaVb09vU/jqwOvDWVONOjQ836CouLsblcpGUlBRu9ai1xuv1UlFRwcHiSj47YBa3761xkpakqK6uJj4+nuTkZMacVMrn2cUYWjPqpF7YbHVN1o3M6GEnKyWJbt0S2NvOgLWmpobt27eTnJzMf40ezPJnf8aBgjK6J7hI6hbX4voVVV6uvf8flFbUhnsE2JJdwM8vHsMNPx7TrrQdDzpiTPGupqqqih49Wt/LwZbsAlZv2Me4U/twRlbsfdBqrfl8y0H8/gBnZA1o8QdSW6SkpHRY7mpTKioqqKiokMD1BKeUatPwnq3l9/vDLfW7QqDYFdJwIpCAVUSllKpXt1ADLl8JAYsLQykMixPQeGpq0RV5nJPccuMZp78ch9+D9gZomAFVWVnJkSNHsFqtKKXqBZx2DalOC+U+iK85wvpNFXy1M5/Th/clNTmBu/4rkR8OiiMzvTsjBqTgdDrDowPV1taGG46EiogCgUCHPUC01iQlJVFWVobFolrVndLrH2yltLK2XvdVtV4/89/ayOXnDifB7eyQNHZVJ1KVgBCv19vqayv3cDm3z3mX2jo/b6z6lqfvvTDmLtHmLFjDe2t3ATB+eAb/d/f5rU5zS2IdwrgjSOB6YvN6vUdtdCqPxxNu6CcB44lBAlbRiNYaj8cTDibqLG689iQsRg2Gxcw5VNqPPVCDM1AR83YVoGg+QIkWwFgVXNov2PdjRQ3X/u4fBAIap8PKv576KXEuGNkL8JezZ48ZZLtcLuLi4oiPj6d3795kZGQQCASoq6vDarV2WJFUQkICdru9XsO0WH22+UC9ngVC7DYr2/Yd4fThR2+kpqMt9ALpKl3RdBSfz9fql2NOfhnW4GhuhqHZfbA45oD1g3W7qfGaP+4++yqnwwcwSElJoa6uLuYhjDtKZODau3dvbDZbzAMaiK4p1Kn+0WSxWLrk8K2ibSRgFY0YhhEeuQbAsJijWBnquxy/+LrCdg8Q0BaHjlRgGJraOj+G1hSVV9PP1XhkpNraWmpra8MPSIvFgsvlwu12k5SU1GG5NqmpqeFhMVurVw931Ol+wyA5hioFxzOHw3HCBashhmHgcDhiDvJGD+1Dj25xaMBus3DW2JOaXPbJhWtZ+sE3DEzvwQv3T2dEZm82bjuE1pqTMpLaHNC5XC769+/faH2LxRLuW/FYCAWuiYmJpKWlSeB6nDIMo96IaEdDSkoK3bp1kxz6E4gErKKRUA5riNNfjkX7sBp1eK0JWHXdMQlWAYYM7MWowWms/yaXyaMHkJHaTKXZCIZhUF1dTXV1NZWVlQwaNAibzdaufkCdTicul4v9+/e3af1rLjiNdVtzqa37Lg1Wi6Jfancy+/VsZs3jn81mazFgLSqrorSilgHpPXDYj6+XTmsCKrfLztLHrmTfoVIyencnoYlhjguKPfzzw20YhuZAQTlvrd7On+6cyusffIPPb3DFlBFtSmtycjJpaWkUFRXVu++tViv9+vVr8w+yjhSq1pOQkEBaWlrU4WZF16O1RmtNXl5eu7qv81uceK3dcPnLsOqW+xPu1q1buNs0ceKQgFXUE63YRqGxGV78Fidx/rJjFqwC2KwWnvvNRRiGxhIsRj1c4mHDtjzinHbOOK0/Tkfzl3VotJ7+/fu3qz/AuLg4fD5fTDmFO/cX8cq/v+KrHfnYbRbOO30QV08byd3X/hdPv/Y5FovCHzAYmJ7Ek//b8fUQu5qWAtZX3v2Kv765AZvVQkKcgxcfvJS0nglHMYVtZxgGNpsNrzf2Ya+cDluLo67Fu+zha95mtZDSw43Laee6i0a3Oa39+vUjISGBAwcO1AtWAdLT08NDEXcVHo+H3bt30717d/r06SO5Z12YYRjU1NQQFxfX6NpqLZ81HsPiwGeNx+pv/gdUXFwcGRkZEqyegKRbK1GPYRjs3r07XJypUVQ5e6MxXww2fyVxrai32tm27zvCzD+8E66nlNYzgQUPX4bbZW92PavVyqBBg6iqqiIvL69N++7evTupqaktjv7zzqc7ePyVz6jzBTCC6bTbLDjsVl64/2IGpHVn14Fiuie4GJDe+hbmx6OePXvSo0cP9uzZ02jeoSMVXPmbpXiD9XstFsWZWQN4IsYGRQXFHrbtLaR/WncGZSS3OheussrLO5/uICHOwY/OHNLqlveZmZmUlJR0SvHnxu2HWPTe14wYlMoNPx4TDmBby2q1cvLJ5jC4+/fvjzoK1pAhQ8jPz6eiouvc75GGDh2KrY19OovOV5BQEUEAACAASURBVFxcTH5+PqeccgqHDx9uVw6roaz4LG7sgSosNP1D1263k5mZKbnvxzfp1krExuv11qt7p5U1HKwGtOaDg3Wk2BSTWznKVGd5dP7H9UaYyjtSyRurvmkx1ykQCFBYWEhKSkq79t/SQ7GgqJI/LVgTDr5CfH4Dn9/gf//vPf719E8ZNbjto24dj6xWa5M5d0Vl1dhslvB3Zhia/KLYOhvflVPETQ+/FV4365Q05t0/HWsrcltm/uEd9h0qxWqxsDOniF9ff2ZM6+0s9PL3DaXU6SL++4cZ9O+EashjT+0Tc4OspsTHx9O/f38qKyvJy8uL2ijF5XJhtVo7tZP39iotLSUlJYVav8Ff1+VS6ze4dWIGPeKa/7EqOp/WOnx/ezweunfv3q6A1aIDOAPNX4sWi4WTTjrpmI9yJTqP5JmLsGh9r1q0nzhfEXG+Ir7Yn8/hqjoO1XSdh0Fxef3W/nW+APlFsRU/2Wy2djVS6du3b4sv9Dc+2hbOVY3GU1PHf7a1LYf3eGaz2ZoMWAdlJGOzWgmdGpfDxjnjT45pu+9+trPej4Otuw+zbmvsXTIZhib7QDE+v0FtnT/mc1NVZ3Dfvwv4Ot/L9oIq/vu1nQSMo/+jzh8w+HTTfrZkF/DutxX8fGku7277Loe0X79+DBgwgIKCAnJzc5tsQZ2amkp5eXmHtrAurQlwuLLtdcYbKioqoqysjG8LPOwrrSG3vJb1B8pO2MZ8x5PQePJg5rQmJCTE/Kz1KwcGravqoZRi4MCB4UZ54sQkZ1aEKaWiFv/ZDC82w8vkVM2Enppp6V3nhTBmaJ96w6K6HDbGD+/b4npxcXGkpqa2eWx0t9uN1+sNd2fVVNHktj2F+PxNf18+f4C9eUev5WxXYbFYmgws4uMczJ99CWOG9qF/WneuvWAUN02PbSCF/mk9iHwvWiwq3GVUbOlSTB47kDiXHZfDxqXnnBrTev6AJjI+1cAxiFe5//lV/O7Pq7h9zrv8bV0JhZ4AL60vJTExkaFDh2K329m9e3eL3QvFx8d3aBdEB0rruOX1PH75z0N8eaBjupQLBALk5eWRkWDFabVgtyiGpyV2yLZF7EK5qYZhhEcsjBzZyev1YhgGbnf0XlEi+S1Oahy9qHY0X587klKKfv364XQ6JVg9wUmVAAGYD52KiopmcyfibTAmuWtUBQj57c/PorSylk07DqEU/OyiLH4YQ25cRkYGJSUlVFVVtWm/cXFx4UY1kUO07tq1q9532D3R1ex2Qo2KGtq2t5CXlm3i272FdE9wcdXUEUw/a2irira7MqvV2myjpIHpPZj329aPt33pOafyze7DvLc2G0Nrzho7sNX92f7xzqls2HaIBLeD4Sf/f/bOM0yOs0rbd6XOaXJOytFBspxzRs4BMDaLjQGvCQtLWMAsCzb4A7OwZskZDJjF2DjghG05Z9mWLNlWDqNJmjw907m7wvv9aHVrRjM9eRT7vq6+pOmuqq6urq563vOe85zSca3jdyp88cwifrs6SMqAz79vLpqy/1vOvrGhNevL6jSiJGweTppTSHV1NR0dHeMSoX6/P+uqMV009+sgwLAEm7uSHF87tngZL4mBHj6/3Icky4S6WsA7e9q2nWc4lmUhhECWZVKpFJFIhGg0SiwWy7quVFdXD7kOxuNxfD7fmNdbWRhIWCjW+AoWFUWhvr4em82WL8A7AsgXXeUBRu/xHDfAJsNEuz4GQ3He2daB3aaybEHljFoTpXQTRZHGJegKCwspKSlhy5Ytk36/jGdlT08PNTU19Pb24vP5iEQidHZ2Zpd7/d0WvvyjJ7MiYl9smsI/f/IRfO69Hrcvrt3Ff/7saZIpI/sDdNhVjl9cxQ/+/cLDIj+rvr6eaDRKd3f3jGxfCIFuWAfEDsvj8VBVVTWl82uy3Hn3Kzzw3EYQcNd3PsLyY+bjEOn2x+O1cJs1axYul4uenh46OzunJS1ANwW/eLWXUMLi304twu+cue+lrq4Ot9udj7ZNE5nUnUxb1UgkkrUIzHVu1NXVkUwm6ejoAMDr9VJZWTnmb8JCxpTtqFY8d+XNHjRNo6GhIZ8GcPiRL7rKMzq5IiqNEXiiPX0xuKTSoto9vu1t3tXNJ7/zCAKBEFBW6Ob337xixtqNjleYKIpCWVnZlFtNtre3M2fOHOrq6ujq6qKnpwfDMCguLh4iWI9fXM28umI2NXYP62rlsKn8y8qjh4hV07L41m+eG+LNCumWrW9uaOON91o5YWnNhPc3FE2y+r0WLEuwfGEVxTmaFuwvRiu6mg4kSTpg3q2pVOqA3UA/f93JXHbmQjwuG6eduJSOjg46J1jl39nZid/vJxAIEI/Hp1Qsk0FTJD572tQKHMdLc3Mz9fX1OJ3OrKDKR9/GhxACy7KQJAnTNNF1HU3T2LVr14Rs2qLRKEVFRWxvbOam2//BjtY+vn7zSq4+c86o24lrRViyDbvRj83MHY11OBzZAqu8WD1yyAvWPFiWNazYKkNXYu9gZ1tEoto9drSlqb2fm7/zCNH4XreB1q4QP/3bar760dOnvsNToLS0lFQqNeXqZ13X2bFjRzqSt8cSaCShIssSP/3yRXzvjy/z1OvbsakKAoGExMcuX8517ztqyPIbd3bnzHmNJw0ee3nrhAVra1eIG299IFuMJEnwy69dOqbv50wiSdJhWxyTOQ+m2phi1evbueOulygKuPjxf1w0Lh9aSZKYXV0IkJ22nSjRaJRoNIplWRQXF6PrOvF4/JBpcSmEYNeuXRQUFGSPQVlZWV7YALGUiW5Y+F1aVpxC+rxJJBLZqf2M/67Nbmf2rFkTEquQLogrKipi/fZeWjsHsCzBHb95go9ecsuo21KtOLqsoli5u8R5vV5qamrybgBHIHnBmgcgZzebZYWCniTETInl48hffWNDK1+884lhEULdsNjWMrIo3l9omkZBQcGI3p+TYd/Wm6ZpjngBddg1vnnTWXz+upPZ2tSDpsosmlWKpg6P+qT0kbeRIZmauAC67VfPMhBJDnEruOUnq3jwf66d8Lami9GKrg4HYrEYxcXFdHR08MO/vMrfn9nA4tml/Pg/LsIxRmOLDLf/7gViCZ1IPMUf/rGGW248Y0L7MLjwZTJ0dXVRV1dHbW0tsiyTTCaH5CsezN+fEGKID25p6fhykQ9nLEvwTkt6oD6v1IFs7hWoI4nIlOwiLBViD05MrGYwDIPFs8sRApx2lQUNZfj9fnp6eobuF2DITlQrgd2MYDdzu7wUFBRQUVGRH3wcoeQF6xGOZVlEo9GckSBNhouqBONNZ/7O718cJlYBFFlmVlXhVHZ1ymQ690w0WjBecgnWDD63neMWje5gsKihBNMcWQg47eO3dxpMU3v/MGut8fqazhSHc4QV0h6hpaWlrN+4nfue3oBumGxu7Ob5txq58OS549qGz2MnntBRFZmiSaRwTFWwWpZFY2MjkJ5SDwQCeL1eAoFAtmiut7d32u2vphuXy5WPxJGeWbErEknDorV5F7IYffArJBmEIGWIrFX/eM+mQCCAzWaj2Kdx9+1Xs7MtyMlH12K324elA6XTABwkMfEmO3Lsu0RlZSV+vz8vVo9g8oI1z6StnfYlmTJo7x5ZCHlcGp/54AnT8j4TRZIkqqurcblcbN++fcbeJyP6CwsLJ93lyOnQ+Pjly/ntQ2uGCH9VlSkt9IzLAWFfyou99IcTQ4YckxFA00kmR+5wJRKJUFlZicdpQ1UkdAOEYELtZX/2lYv59QNvUVHs5YZLxmfrNZipCtbBZDyaM6lDsixTXFxMaWkplZWVDAwMEAwGsSwrmy+aTCanlBIxXRiGgWEYKIpyxOayCiEQQhAQQSKJyJgFTQA2M4JqJanw1/NupAoEOPQetDEq+AsLCykvL6elpQXDMKirCGQ7+BmGgdfrHTKjJwkrs5N4/QWoqkqwd28xps1mo66uLl9clScvWI9UdBMsIejv7R6xLeNksGkKbqdGOJYa9vxXbjgdv2d0i6eZor6+Hk3ThllOTTdCCFpbW7OWWZPlIxcfg99r59cPvEVfKIEiSZx34my+8OFTJlVI9I1PnMnHv/1QOjd2T07ft24+Z9L7Nx1IkkRDQ0P2RprJp8s8TNPENM2s2NB1Pfs4GETQWBiGgRCC4kI/v/n65Tz84maOW1TFMfMrxr2N2vIAt3/q3Envg9PpHJa2Ml1YlkVXVxddXV04HA5KS0upra0F0r+DzIAkV9vikA7dCahzgzrDGiSVSrF161Z8Ph/l5eVHjHAVQrC1I0Y8ZTK/wsXulibi8bGr7zNIgCJ0wpEo6diqwJRsaOQWrAUFBZSVldHU1DSihVWm69Vgweo0gphmBFnolDYsRpIkwqEBDD2F3++nqqoqn6+aB8jbWh2xJAwBSDTt3Iaemr4p8nuefIef3ftGNjqoKjIVxR7u/d41E+7JPh2UlJRQWFi4Xy2GFi9ezIYNG6a8HSEEsYSO3aZO+dh19kV4Yc0uTMvilKNrqS0PTHn/psKiRYuy0e6MgNj3oaoqqqpm/5ZlOdsjPCNygSGid1/xO9jUPCOCB4vizL+GYWSfnwiZfRrpUVVVRWNjI4nEcD/W3oEYdz3yNnabyg2XHDuiF+9ksdls1NfXY1kWra2tI77//mDRokUjChfTgrsaZSwBdW7B+RX79zbj8/koKyvLRuwOVyFkmII3GweQgEJbklRochZyXq8Xm6+Eto4e7GZoVMFbVFSE3+9n586dI75us9mYM2cOmzZtGjGNxOsPoCgqA8HefArAkUve1irPUFRJ0NXVNa1iFeCaC47C73Hwx0ffJhRJcvqyem6++vgDIlYdDgclJSXZPLxDDUmScE+TkCkr9PCB85ZMy7amSqYr2FSif6MJxcHiNvO3oijYbLYhojdjiZP5/2Dhsq8gzrw2+N/Bwnkk8TxaYdlnvvcojW1BZFliR0svP/ziykkfi8Fkpul7e3vp6uo6oLmlwWCQ2tpahBDs2LEjO5NjAaZIp0ikLIn9HRcJhUKEQiG8Xi9lZWVomnZYRlxVRaKh2EE4niLR2z3uyOq+RCIRFlRXkwoJxjJX0XV91GOZSqWyXa8GD2Q0mw1ZUQmHBrDbbMydOzefApBnGHnBegRiWRbh0AB9vcNH3N0JaItLLPAJHJO8hr/vlHm875R5U9zLqVNUVEQkEiEej+/X9z1cIzbThcvlmvK0/mSioeMlI2IHi9lMtHbfRy4URWHBggU5RXlL5wCmJTAtwfaW6WnN6/f7KSkpyTkdu79pb2+nvb2d+vr6bE4jpAs5L6u22B2XWOA9cII6HA4TDofxer1UV1cflqK11GdjoLNp0mIV0oOwnp4eSktLx7QDNAxjTJG5b9crt9dHRVU6ncTQU7jsaj4FIM+I5AXrEYgQItuBZOjz8FBreqquK8F+n6qbblwuV067rpkkkUgwZ84cOjs7p+T3Wltbi8vlyk5Zp1IpEokEsVhsv4vw6cThcExb3vRMkBHCky0Kc7vd1NTUEInktue55vyl3PPkuwjghkuOHXGZZMrg789sQJVl3n/eEmR59Bt4WVkZnZ2dB4VYHUw4HKaoqGjIc2UOKHMcHNeXcDhMb28vxcXFh1VEzzRNOjo6puW3Nt7BoaqqY0b1+/r6qKqqor29Pb2fe/K9AWRZyYvVPDnJC9YjDNM0aW9vH/FmLEngUSFsgE87ADs3jfQOxPivL/6a9p4oF5w0m6vPXrDfLoJNTU0UFhZSU1PD5s2bJx0JdDqddHd3YxgGNpsNu91OIBCgpKQERVGG5GWmUilSqRTxeHxIT++DEZvNNmPFQNOJEAJLiHG1+x1MTU0NfX19dHV15VzmMx88kUvPWICmKlQUe0dc5pafruKlt5sAeOSlzdx9+/tHXG53SKcpaDBrrjyqSD5Q7FsVnqGgoACfz5cVOTMptk0LNoUkvJqgboRufaFQaJioPpSxLItEIkEwGJyW7WmaNi7hq6rqmAO9cDiMJEnY7XaSySQerx9JkohFI/g9eQuyPLnJC9YjCMuySCaTo0Ydr661COlQOH01IAeET9/xKE3tQQxTsLWpE1UWXHHWov3y3rqu09nZicfjoaSkZEir1okgyzKhUGjEG4UkSWiahs1my4pZp9OJ3+/P5ogOLijKRGczgvZAYrPZCE2wXej+ZvOubj51xyPEEwb/8S+ncOU5i8e1nqZpyLI8qljNMFbh2/qte2dBtjSN3HSjO2LwuQfTkaontr3GX25eke3AdrCgqipOp5OioqKsLZaqqlRUVBAMBolEImiaRm1tLclkkvb29mmfQXg7KLE2KAESV9VYFO3TITqRSBxUx2yqCCGyKRjTga7reL0jD6wy7AjDS/1JzmkYOujoTsDL3TJzvIKlgfQxTqVSeL1ekskk8p76hvR16/D5DvJMP3nBeoTR2to66uuazLCL+aFGMmWws62PzP0nntB5dX3zfhOsGYLBIEVFRRMSrJWVlZimSXd3N7Is54xqCCGyUdWRyBQZDRa0+0ZnM4I2s51EIkEymaS1o4+tTT3UlPupLvVN6rOPhqIoB3VKAMDP73uDcDR9bO/8y6vjFqy6rmNZFj6fb8qi/IqzFvDHR9cD4HKo6KagtV+nOqChKRK7QzqrtkQQQNIQbG2PoCgKhYWFOVstHwiCwSCBQCBbDAZp946MOM3Q0dFBVVUVDQ0NhEKhMa9VE8Emp0uPBaDmCOCFw2ECgcAhH+HLzKJN5yxLphGG2+1ON5qx0jNyyp5DZQpY1SEjSNATSXJF9d51X++R6UhIdCRgiV8gSdDfP4Df76Onp4eu9jYG+vooKSlCdh3iN588M0pesB5BWJZ1SEzFThWbplDoc9I7kI7SOOwqC+pL9vt+hMNhysvLsdlsVFVVEYvFiEQi1NTUZLsEDRY1gUAAv98PpCOoU7nhmKZJPB4fMVK1b3Q2I2jdbjdfufMf/Onh13HYVJK6wXknLeR33/4wEiIbqU2lUiSTyUlHwUYT4gcLFUUebKqCbpoU+p0TWrenp4eqqiqEEFPKYf7MB0+ivMjLezu6+ODKY7nmzy2kzPQozO+QiCRFWoFJ6YHmxYs8Wauug4ne3l46YhYvtqWoViVOqi8gEAiMaH3U1taG2+2e9mjn0oAgYBO4VfDnmD0KhUL4fL5DuvjKsizi8Tjdff10xKHcmT43pmO7vb29VFRU8NK723mkTUaV4P21Fl4t7dIasEHIkCi1D00JmO8TtCeg3p0WqwKJpqgNEU2hqIU4jT6SyTher/eQHyzkmVnygjXPYYckSfz0K5dwy09X0dUXZVZVgKVzy1j9XiuhaIJj5lVQUjBCIts0o+s6pmkyZ84cQqEQbreb4uJiwuEwyWSSiooKqqqqSCaTCCFwOBy0trbidrsJBAIz1kI2V3T28Ve28udHXieZMkju8dFd9eomvvurx/jch8/AZrPhcrnw+/1Zq6iRDP/3FbaJRGKIiDoUBOu/X3sydrtK30Ccf71qxYTW7enpwTRNqqur2bRp05T24+pzl3D1ufC71b1ZsQowkBgk6EQ6wvXwhjDfVtUZO2+mwkNbQvQkYRsylx5fSktLy4j72dDQgGma09Z9L4MkQe0YP/loNHrIC6ZM85LHd8t0JqDCAZdUT88AJh6PEwgEaIlKWAJMoDORzguWJDivWqVP9lFj9gxZb55PMM+393wVSAghMavMjUPz0t6WxH7ojhHy7EfygjXPYcmcmkL+86YL+Ox372drcy+fueNRACRZQpYkvv/Z8zh1WcOM70dnZyeWZWUjqYNFXmdnJw6HI5sb1tvbmxWzBQUF+13UPfDsRhLJoVHdRMrgnifWcu0FI6dTZMz9VVVF07Tsv06nE6/XmzX+z3zmjD/pwS5YnQ6NL1x3yqTX7+/vp7KyclzL3rvqXe57egNnHTeLT169YphosoTg2e0xQGTTXEYSVgldYFjMmGDd0tTD1qYeTju2joB3YlHnSqdFX1Kmym9HlqQRi8O8Xi8Oh4OtW7cOi7CmTOhJpd0FlBnSlJlCJZfrwLYtniyWZdHW1pbuDmfJIECfxkC1LMuoqsqFR9XS/HoLDiXd+AHAEnB/owkEme2ROKd8qECN2UoBgSvVjYyFx+zF50zncNfX1hKLDBzyg4U8M09esOYBIJw0SRqCYvfhc0rc+osniCeHCiNhCSwEn//hk/zilos5blF1jrWnh30L3PatoE0kEsM6EWWq/fd3pb9ljXx3y/U87O3TPhaZzlVOp5OKivG3Jz1Uyfi0qqo66vHZ3R3iR399nZRu8tcn3uGUo2s4et7Q45MyBZGkBUgg0pFsRVHSYcNBWAhOuu1ZfnF1JZ5RXD6EEDT26RS5FPzO8YW2Nuzs4qZv/wPdNNFUhQd/cC2lheOfpTi5WHB0wMSlxnJGncvLy+nu7h6xyvzvLTJRA6pdgvdVzlxhzsDAAA6H45CztxJCEIvFsgPjlZUWzTGJWvf0HatQKIQsy5SXl/PhebYh1y0JcCiClCXj2ecWYkkqlrSnEFRSUISBInSESJ/Tkqzg8xeMaduWJ8+h9avMMyVyjWC3dif56F/buOneNh7fNPmcu4MJWZaJxkePNH3hzif2095MHPUATO1edsYCHPahdxubpnDRqfOnvG3TNEkmk1kbrsOJx17awhfv/Cd3P75+iLi3LAu7ffQikn07wNm0vce/qy9CLKHjUGX+ZXmAgFPmhAoZRVjDxGo6IinRH9P5w+qhjQj64yZ/fDPI01vDCCH47eogX36kg5vua6M7Mr5B0YYdXaQMM92dSjf5/p9eGtd6GSQJPBrk0iQOhwNN00YsFhMCogYYAkL6zIqaqeQcH0gyOaYZnGo6d3Sc45FRiZuwJSQRNwTBYJBkMjnMMUCS4IO1Fp87tYbTKoeOlmSh49CDKGacpOrHQsYyTXZu3UxL43aCvV05z4s8eQZz+ITT8kyaNa1xUqZAAE9uCvHA358hGIrzjU+cOSzac6jgdDq56LQl/OWxN3Muk0gdGK/Sd7d38su/v8GGHV04HRqXnbGAj1x8LC7H3gu9oij7XbBefPp83tzYxvNvNaIoMpYlWDq3jBsvWzZt79E7kOCeVc+wq3k3ZyyrZ8mcsmnb9oHghbW7uOOul0ikDN7Y0AbAh1ceDaSjz5o2uqFxaaGHb3/yHO5/ZgPnHD+bhQ3p4sAf3/M69zz5DjZN4a7bruKKpT52rnuHda92YNUvGzHSkG4hC09tCVPhVbj66HQB3/ef62FDRwJVkXBoMk9tiZA0BXZgV1+Kkn1DYiNw+rF1/ODPL2dTEsbbajlmpKvybWMIJ5/PRzweH7HYSpLg4iqLHWGJJYGZtT1KpVKYpnnIRVilHGkW08Gqdpn2OFS5JC6usojFYiOmTdgVqA042Nk3VH1KgGrFSGgFCKBPKcFnBgm4bVTW1GPo6XatspxPZM0zOnnBmoeT61w8+G4I3RQEG7ezaY//483feYSXf//xCRunHwy4XC6++amV/O3JNRjGyEUH+6Pwal9eWdfEV3+yKiuWowmdPz++nufX7OKu267EYUv/JBVF2e+ODoosc/unzqWpvZ9tzb3UlvuZV1c84rLJlMHdj6/ngec2Ek/oHDu/gpuvPp65tbnN19/a2MYX7nwC0xLohsE9T77LB85bwr9dc+JMfaQZ573tndnvMpEyWLt5d1awmqaJzTa2ofHZK2Zx9opZQ5576LmN6IaFEPDimkZqywM8+tIWLG8RgVFv7Gmx8I/3QlnBqpuCTOD3tV2xbPFWwKlwdOXIuajxhM4X//cJtuzq4doLj+Jjly/np1++mDvuepHigIsvfHjs/N5dEXiyXUaV4YN11rCp4sG4XK5R/YErnFDh3D8enaFQiIKCgkNGtAohiEQiM+Yj69MEu+MSfi29/Xg8ntOTNZ5M8XK3TDIhcVKJyOYbS4CUGiCheHFoGgmlgLKKAgBUzUa6hCtPntE5NH6ReWaUukIbf7muhr9cV0OwuTn7vGFa3PvUu0OWjSd0/v70e3ztZ6v4w8NrSSQPzuIZt9uN0ybx7ZvP3nf2FAC7pvCnb121X/fJsgS3/+6FYZHdlG7S1hXi8Ze3AGSN/w9Ut6q6igDnnjA7p1i1LMFnvvcof3h4LV19UcKxFC+93cSN33qQTY3dI64jhOCbv3qWeFInpRsIkRZ4f3vqXZo79n/73OnipKNqsoMMh00dIjwNw8h+lxPl9GX1OOwqqiJz/JJqfB47QoCnYe6Q1J5MrizszRJQJDhj9t7B2JfOLObMOW4+eIyfE2udaLKEXZG4fkUBthympP94YTPrt3YQiib5/cNr6egJs2JxFZ+/7hSuPncJBb6xi65e75GxgJQFm4OjV6rbbLZx26RF4ynMGbTuCoVCh0wTgcz339/fjy470eWJFcONuX3gxEoP1811cUpJ+pgkEomc5/W61n7WdafYFJJo3qdpmSZ07IpM0jCZUx5AUVVMQ6e/rwcTiYQBo6TL58mTj7AeSUiShM/nIxqNDssj1BQJTZG48pzF/Py+N7LP/+zeNzhmfiULG0po7Qpx7dfuyxYyrXp9B7+6/01++43LWTL74JradTqddHZ2cu4JcwiGEtz5l1cRQlBR4uWbnziD2TXFvP5uC7pusWxBBeU52mNOJ1ubeghFEiO+lkgZPPrSFq48ezEej+egrqJ/7Z1mtjT1kNT3nkMCSCQN7rz7FX7zX5cPW6d3IE5/ePhnl2SJtZvbx+z6dLCybEEl//ullbz2TjNL55RxxvK9zhO6ro8rwjoS3/jEWbz/3MWUFLgpLfQA8F+fOJMnNkfYZkLWgBXAskCWUSQJl13lg8eXExoIkdAtHJpMqVflC2fsHXwU7wl1Lixz5Hx/l0ND3qOAJUDTFO558l1+fM9rWAJWrd7O9z934aifIain1xZC8HSLiUfoLCgdOadXUZQxBasQglt/9RxPf+hCQgAAIABJREFUvraNgNfJXbdeMSO/21gsdtBVrGdcNiCdn28YBolEglgsRjweZyCaJGErBUCPdeJShg92dSudi1ruFBTnSK1u6kvx17cHOKbKwYULvJiyHV31gQoilQBhpLtTyTKyLA/z/C1zyaiyhLCGv4eqKKQkcKgSqpqOlfWHohQEChF7zmUx6LTOk2df8oL1CEIIQXl5Oaqqous64XCYSCRCNBrNRhSuuWApv7jvjWyDPEmW2NrUw8KGEr70w+FV96Yl+NR3H+GF33zsoLnIa5qGJEnZG+D7z1vCFWctJJ408LhsdAejfOArfyOW0LOf+4dfXMnyheOzIZoMaza18bnvP04qR3oCgLFnqtbpdB6UXpoZXnx7F/HkyNHf9ds6sCwxrOLX4xw5l1ORJIoDM2cjFIkl6emPUVPun7HUluULK0c8dwzDGJbr1x9O4LCr2ahsLmRZYvE+g8DzT5zD+SdCczDFLY92MJBIDxgkRcEmCW48sRAh4I+v7ca0BIqmcd0x3mHRwtGEaoaVp85jR2sv67Z28JGVR/PwC5v5yz/XZ8/RF9bswjCtnLmsKUPgkiC2J2SW0k02d6VGFKw2mw1JksYcpHX2Rnj6jR2YliAYjvPQ85u4+erjx/wsE0UIQTQaHbMV6UyRsX+TJCnrmZwRppludPt+pzIyQphEDXiiSXB1DXj3+cm92i2xJSSBJLHUL6hzCyr3+el999lu2gYMNvYYFBU4WV4qIas6CAtZ7P3Np1IpfD7fMBeUioCbW05W2b27HVVVeOTFbUSEQs3SRZw+p5h6j8bWzgTbO8LYFIk55b506oUQqEruorw8eSAvWI8YLMsiGAzS0dGBLMv4/X58Pl/WBD6ZTBIKhYhGo8yqLqCpfQDDtEDA0rllJFIGO1r7Rtx2PGmwYUcnS+aU7+dPNTJOp3PYdLqqKnjVdO7f//v9iwRDccxB809f+fGTPP2Lj87I/vT0x/jsfz9Oysidp2W3KZxzfHo62W63j5rPd6Bx2NR0x5oRpu8UWR4xBcNh17jk9Pk8/vK27KBHkSW8bjtL55Tx1sY2yos8VJf5p20/NzV2c/N3HsayBPPqivjV1y5FVSdW2JHSTZ54dRsOm8q5J8yekPXOvsU7v3ngLX7/8FrsmsKvv35ZzpSLsagtsHH3h2u454Wd/N92GRDMKrFz0SIva1vThUuKLFFdWsi8eQ20tbVNuCBHVWQ+v8eH9oU1jfz+4bVDPHplWRpx2ty0BF//ZwfvdaRwOlTOWFZJUreIdPVz1rklg3xk967j9/uHWbuNhNdtR1VkUrqJTVWm9VzZl4GBAVwu137repVxz8h0p8vY3Y03LUjCIhnq4JHW9PmW2mdcvDkk0RiVEKTzANf1S7wzIHHTbGvId+G1yzhsEscfXcnbIYlCN9TKAygiiZAUJJG+hoUiUX7wTDu7ukJ89tQiKgJ2HA4nhmlRWFBAQSDAnX98mu/94TnO/tDF9HbGWd/VwrV1Fg6Hh5TqZV51Yfb3lN4vcdAEPfIcnOQF6xFCJjEf9orXYDAIkO0/7vV6KSoq4pm7vsR//eghdnf1c+2FRzGrqnDMivpMG9SDAZfLNWqEcmdr3xCxChCOpYgndJyO0au6J8OfH3t7VLEK4HPZufKstDm/pmkHdYT1wpPn8cCzm4adE4osceby+pw3nS/9y6nUVpXz2/tfIZHUOXFpDaccXcNFn7sbVZExDJOTj6nlO58+b9xV6KNx9+PriCXS4nhbcx8bG7s5au7EBlW3/PQp3nivDSTYtKubz33opJzLvvZOC9/9wwuoqsK3bz6bE4/xDhGsd/9zPYZpYZgWDz2/iS9ff1rObb3SGKU7anLBfA82ReLv74SIJk2uOTaAyyano282B4qUwkQiGEsrlGXVTr56dgmRlMUpZUn6+vqoqakhFovR0tIyqbatg3Wpw67SUFnAxy9fjjaC+L9//QDvdaSLBeMJg1fWtPJ/H66Bo8rpiMO9O2Q0Ga6u3VuENVbBVQa308Yvv3Yp9616jwUNJVx06rwJf5bxEg6Hx934YSpkclDb29uHRSsHYwroTYBFut3qSJQ44KLK9PfbnYS3+9KuCuVOWN0jETclCmyC+V7B6l6JItswdzS+cX4pz+2I0qmmu1kpriKimg2/U6a22ENnZyepSB/PvNfJUxt6SBgWj+2E739oPts6omzqNimPDWDF+li/YQdJ3aCrrZPSmgpUCVKOUiRNozxgHzL4S6c8iLxTQJ5RyQvWIwRJknLeFEzTpLu7m+7udMGMzWbj//3bSjweTzYHLxqNUlbkobN3eKRGkjio7IncbveoF//KEh+dfZGhN2KbOsyDdKp09kX4yo+fYtPOkQuRMgS8Dv707avwutPTpQfCIWAiLGwo4YqzFvLg85uyUTeHTcXjso1aPa4qMrd95hI+cfmxRKNR+sMJLv7cn0nqJhl5/tr6Fh5+YRNXnr14yvtZUx7ArikkdRMhxKRSD9Zv7cgK87c2tuVcTjdM/uNHT2Zb2n7hzid4+a5PDRHvi2aV8N72LgCOmZ/bLu7N5hg/fLEX0xJs7kxyfK2Te9f1ZwtSbjyhkJ7+GD///T9xzlmK5vXziXOqsusfV7NX0XR3d9Pb20tDQwP19fXs3LlzwsfgjOX1XH/xsWzc0cVNVx3HgvqSnMuuaRs6cL12mQ9IC65H22QMAaYJHXGJOd70B7Lb7aP+XgezsKGEb9x01oQ/w0QxTZNUKoXDMXb6xGSxLAvDMGhqahp1gCoE3Nck78kJhuMKLVbkMOOockFTFJ7vlBFAY1TiE3MslhUI1vXD8YUWs7xpj1bHCNrQa1e4dJGPpGkRM6ElaVLohMpCF3ZNoaS4kLZIH5W+9Mo2RaLWY7Bx40aithKQbPT1h7CbcT562TI2NnbTvv49LjupgdLiImx7bN70fVpwybKMhZlNhciTZyTygvUIQdf1cUdXUqkUnZ2ddHZ2Aukp9oKCAu6+46Ocf9NPhk0FX3HWIor8B087Q7vdzsDAQM7Xb7nxdD566wOkUiaWECiKzG3/eva0XihNy+Km2/9BZ28Ea4yK42XzKygO7K3qlmX5oI6wAnz+upM57dh6HnxuI/3hBKccU8tlZyzA4xrdKF+SpGzB37ot7aiqPKR4K5EyePqNndMiWG+8dBnxRIotu3q5buXRVJb4JryND5y7hD89tg6AD11wVM7lUrqJMSiKHokPH3D88IsrefbNnZQVulm+sGrY6xnCyXQqjmHBQMLk/1ZtImkrSXcT2lOsEkukEJagf8PbqIrMwhuuz7k9y7LYsWMHCxcuxO/3j/rbGAlJkvj45cvHXE4IQWKQEPnPc4o5sT59XhtW2vgfQJOh1rV3OVmWx5USsL8ZGBjAZrPNmL2VJEkoioJlWcQM2B6RqHEJCkao0+vPpvdKrO+XWVE0/Fq+oSPB71YHWdbgBWf6XM9sa2mBYGnB3mPuGuPOb1fSj2isj8YOBZdWSWWRi57O9OB73frtxN5ZTX1NEafXpc9lV6qHhOIjpXoAi7JCsk4sT3dIrO42iElhZgVcQIrgrhSFHjtVhU4GoilCfZ3Ma6ge5oKR+fdQsRnLM3PkBesRgGVZU+rgksmrCjjgvv++hu/d9TKbGrsp9Lv42k3v45r3LScSiRAOh4nFYpOadpwuHA4HQohRc7/qKwLce8cHeeaNnaR0gxOX1gzLJzQMk5fWNdPaOcCiWaUsW1AxIUH7+rutw/JkR0KRJa44e1H2b7vdPqQi+GBFkiRWLK5ixeLcwivXehnBWlLgGtb2VZYlyoump9jFpinZPMzJctNVK7jg5LnYNIWKUSrS3U4b7z9vCQ8+uxEB3HzVimzRTAaHTWXlKWNPY58+28323hQdIZ3L59v58lYbml1CWCZOKT2QqS0PML++mPe2dSIQbN7VzfGL022G27pC3PXI2zRUBvjQhUdlz9um5lb+87HdrG/u5wtnFHJi3fT6EKdMwc6+tLKSIStWIS1+zikTNMdgRZEY0kggU/U+HnqjBs9sizKvxMYxVbktnMI6tMQk6t2CAR26EhILfAL7BGacQ6EQxcWTyzMeD5IkEdMtKqpr+NuLu+hOwJuyxI2zLASCta0JAk6ZOcV2zi23WNWRFmwNbkFct0gZArddoS0O5Q742St9tPTr7Ozr5YdXunDbZUpGHz+OSbULql0mRqyLlrgNmxlGAm795VPEkwah/gFeXtfAWcc1YMg2DDXtaGEobuzmXl+rlpiEQKI7HGNpqQcJEJZBbxh6w+lzWrY0uru7KSkpyYpTSZKwLItEInFItszNM73kBesRwOD81alSVx7g51+9eMhz3d3d+P1+qqqqstPZoVCISCSSs3vNTOF0OsdlCVVS4OaaC5aO+FrfQJyP3vYA/eEEKd1EU2WWzCnjR19aOWLe3kj89Yn1OSvpM8gSnLGsnhOWVGefc7vdB3U6wFSRZTkrWBfNKmVWVSHbWnpJ6SaSlPbH/chFRx/gvRxKXcX4LLe++OFTuOb8paiqTFmhZ9IRe1WWuOnEQiAduVVTUYTpASSWVu8VzU27+xGAaQqeeHV7VrB+8Yf/ZGdbELumUlzg5vwT5wCwsaWXNbuC6Kbg8a1JVtR62N6doL5Qw65OXQjYVZnz53l4dluEkxtc6KZAU/YegwK7QJPBO+iuI8vykEHMWHz9n53sDhmossSdl5ZTV5gOIf7+jSAv7Yxy3bIA587z8ECLTNKCd4ISISM9rd6dhHPLx38tmunp6Q0dEX69uhUQWJaEyJo7we9XB3lySwRLwK0XlLK0wkGDx8IS0B3Ruf6v7eim4KpTq4lJGgENjqqw0xHWCTgVqj0S2jSmg6pWEpW9sz7VZQFaOvoRAqpK0uekoeydZRsID/DAbpmjAgK7DKV2QSgFxxWBlPmUkopkxkHRABmHEaK7W8flcuF2u4eI01QqhWEY+HwTnyXJc/iQF6xHAKPlr04H/f392Rw0WZYpKCjA5/NRWFiYne7LCNiZnvpzu91Tfo///b9X6egNkwlyGqbFO1s7ePiFzVx1zthT1U+8uo3V7+XOdwRY2FDM9Rcfy1nHzRpyUzzYLa2mQuYGlIkeS5LEz2+5hLsfX8eLa5uoKfPxscuXU19ZcCB3c0pUlU7vDdWmKfzl08t4bF0nx80pYk7pXlFw1nENPPX6diwhOGfFXv/XeDLdmEEghlT2Vwc05pfY2N6T4qOn1fH1J5vZ0hGi2q/x4yump8Dok6cUsrYtzurmON98spPvrEwXuQ2k4IEWGQlYXiBYVpQWjjabbUKzCeFkWrRJEkT2lMIH4yYPbwhhWvDb1X2cO8+DBXuOAWQ8+rQJak+n0zmjg+2tPVGMQTMMQsD2bR1Eq4vY1pMiYQg0BZqDOksrHChSuinExo4kppVOs+iJmrg8GgL415MKuXiRj2KPgiQsvvqTZ1izaTfXve9obrjk2GHvb1oW//mzp3llXTMXnjyXr914+rgF+p9u/yCvvNNOgcvKzk7JVgpZcVFe4KTRDBAxunk7KJGy0jnMAOv7LM4qEJjIuO0KKd3FgiovCItd29sBaGlpYe7cdIMMSUpHZn0+P5HI5GcJ8xwe5AXrEcBE8lenimVZ9Pb20tvbC6S7NhUWFuL3+ykpKcn6o0ajUWKx2LSnELhcrmzu7WR58e1d7LtLSd3k0Re3UOR38damNooDLi46df6I7V1/cs9rObctSXDd+47OWW1us9mmlL4xGCEEjbuDxJMGs6sLx/T+nGk0TRv2XbscGjdduYKbrlxxgPZq5tg3JWCy+D0Orj21btjzX7vxDC45fT4Br3NIFPh7nz2fH/7lVRqqClh5ytzs86os8d2LMi4JYTa0hdKFOX3T06Ti+e0R1rUl6IuZWAJ29u6dKcjkr1oCEoNOAbvdPu7oKsAt55Tw57f6WVrhYFFZer7ba5cpdav0xkyWlKeLpK6otmiOSjgUwfNdaaFc6ZrYd+FyuWZ0CvrsOYXsHkiwsWtvMGFXv8HXHu/gs6cV8z/P91DsVjlrztBrzAl1Th7eoNIXMzmvXOD0WFQ40+dbdSBd1PTCmkZeXd9MPGnwq/vf5PIzFxDwDk2heG97J6+ubyaRMvjnq1u5buXR1I9zNqHA5+IT7z+VrVu3Zp8zFBcBt40yvwOvQ+XN5i4WBBSe6xCYZrofwKLqIqoKHQzELWaVedANCwkxxK7Asiyampqora3FMC1kzUEqmSCVSuWLso5w8oL1MMeyLEKh0AF7f8Mw6Orqoquri4aGBpLJJIZh4Ha7KSgoQFEUDMMgFotlRexkI4yyLKOq6oSLSvbFNEcW0Jubevjmr54lltCxaQq/e2gt3//3Czhxac2Q5XpGsfjSVIVPvz+32fl0WVqt2bSb2379HMFwHEWWsCzB9Rcfy42XLTtgF/yJRtMOFlq7Qnzqu4/Q0x/lMx88kWsvzF18NZipHOdEUmcgmqS0wD3idixL8PaWdgJeB0V+J79+4C3sNoVrzl/KgvoSfvWfl435HjZVImkIbMrE9zOStHDZpGw3rMbeFD95uY+UKfDaJYrdKtcu2+uTWmSHc8stBlJpq6UMmaKj8bK43MEdFw+1JlNliZ9cWUFH2KDanxZsARsEbIK22N7GSTm60ObE5XLN6G/F79D49Cl1fOnhTcT3aPbjllTQvG03c4rt/OLqkfPDvXZl1Ii4boHL580Wx2qqPOJgtbTQg9ijFWVJosA7NUcEjxQnFNeIJmwMxA2+cM4C+mI6c2uTeBSLeDxBbVmArq4uit3+7L5lMDUPwjRQrbQH7datW9E0G5U19Rh6isLCwintX55Dn7xgPYwJRnV2dMXQUlEOBnc7m81Gd3f3sHxan8+Hz+ejuLgYVVWRJIlEIkE0GiUajRKPx8cVhXE6nROK1uTcjkMjkRq+nYyHJqRzCwG+9tNVPPWz64cY0ttUJadvbUWxZ1TzelmWp5zDur2ll3//wePD9uGuR99GkiVuvHTZlLY/WTRNm5bvZ3/z2wffoqM3jBDw47++xtXnLMaWI0FQCEEwlMDnHrkla09/lM99/3GaOwa4+LT5fPn6U4eJoqb2fm649QGSKYMLT5o7oo3TN375DC+u3YUQUFvhZ2drEFmW2N0d5paPnj6uz/WN80p5ZpfJJUv8wNhFT3Hdoimo89y2CE9siVBfoPE/l1WgyhJdESPbBcuzR1D1x03uXhOkrsDGyQ1uKp0wyzM0ymkYxrREMe2qTN0I5fVVLnhfZTqNoNqZdjFwaON7P7t9ihVL4+SyJaXcsz5td6ZYJrevnHwDFkvAX3fJxCnl8/92KVvXbeayMxbisA/3l64o9vKLWy5h9XutnL6sHr9nYoJVkiSqq6txOp3ZwahumKBoOG0Kb23awf9t1xHAWWWCuV5Bwu/C4/EQjoTx+XwIIWjpjSNLEJP9IIMn2ZYdZEgSqJKJy+vOF1zlyQvWwxUh0l1n5ld4ae7UEfr0FF1NFlmWURRlxFzaUCg0JApss9nw+/14PB4CgQCKomCa5pAo7Eh5quMtuBqL2VWFvBXaPa5lLSFYv61zSGvOC0+Zy0PPbRpx+WsvHL2gaDo8WH/30JohVlEZEkmDPz7yNh9+39E5BddMoqrquKvBDyaK/C40VSGlmzhsKkqOiKRhmHz6e4/y7vZOPC479//P9ZSUDPUs/ck9q9mxp3HFYy9v4awVDdliqQxPr95BLJ7CEvDIS1v42o2nDxvkPL+mkeSeQVVzpiudCbt2j8/PFOCoSgeXndJAJBLJejDnQjcFn3lgNwMJC90UWAJa+nW6IgaVPo2fvdKLRbqQ8N9PKyIYivONp7ppDgk0WeK9lBtJkTmrTDDft1e0jiZYm6PQm5RYGhBMpSas2pUeSHzrqS7eak1wQq2Dr5+X2ze6KQqvdCusEF1csXRmu/eZpsmKSjfxPtgdFRwdUKdULJVJuZAkqKst48pjSkddfsmcsnF5aFsoCElC2dOe1bKsbMrLq9va2d4T4+iAhcNmo75hFqqiYPeVUe/v5fjqAJF4HOhjYGCAiooK2tp24ysoxDJNRHwAf2Eh0ZiJnowhkb5fFBUVZdPI8mkAeSAvWA9bTAEeZzri4FV1DlxSQBq/3z/uXNpUKjWkkQGA1+vNFnKVlZUhSRLJZJJIJJLNhXW73dNSXHb9Jcfy3o6uIRFKiWztxggMfeXz157Mq+ua6QrutXWRJJhfV8ylp8/PuRW3241pmlPOe1yzefeo22jcHWT+ONqC9g3EeentXSR1k2ULKphTk8OtfJyoqnpIRlg/ccVyogmd1s4Bbr5qBUoOgbVmczubd/WgGxb94Th/fOQtjl0yZ8gyiZQxyJdXyorOwSyZU4amqUhAVal3xIj8yUfV8vq7rQghuOqcxfz9mQ1oqsyXrj8dt9uNoijZCvyMIMz8Pfihquq4zPGDcZO+mImx5+erymnBW76n5D+1J7qqyBIYSa780v04Fh+H4vbhdKiYSMgCtocE8wfVpeUSrN0JeGx3+vmdEYmraieeShJJWjyyIURtgcbyaidvtaYHuaubEzy2cYCLFo3c2vX1HpkBHZ7eHmTlwtJpcVAYiUy61u7du6l0CCqnoUeBKqfzd3uTEnP3DAx2D6T47jM9JE2TT55UzLHVue3ARkIgEbWXARLuVCeyMEgkEsiyzM7mNh7YmW5SYEkaJzWUYtPS54TbpjA/kD53fQ4b6BKhUIjq6mpUVaF11w5Ky6uoq6ki3N/Lomo/yaQDh6MymyqSj6rmGUxesB6uWBaWadHX20Mo2Hug9wav1zsla61wODykGElVVQKBAB6PB7/fj6qqyLKM3W7HbrcTj8cJhUKTcgw4cWkNX7nhVH7019eJxFK4HBpL55Tx5sa2bCpABkmShrX7dDk0/v7f1/DAcxt55MUtaKrM1ecsZuWp80ZNB3C5XNNiaeWwacDIn9uyBK5xtJ/99YNv8cdH3kaRJEwhkCQ4Zl4F3//cBZNuX6uq6rREwPc3DrvGV2/I3UY1Q6HPmfWVtWkKdZUlqKrK7Nmzs8t89wtXsfKTP2cgHOfEo+r58OVnoKrKkCjSvHnzWDh/Dlt3dXLJmUfh31Msk3ldkiQe+tl8nntjK8UFHpYtquVX37aGmKwP9vLN/L3v60IITNPE7R7bj7XErXD6LDevNMZYucjLBfM9aDJs2tlFwOvk1gvKuOftfiwLXtkSxLQsghvWUbziNCIxnZ2tAxT47JxZKAF7p+5TqVRWVA8ezLZn08Al+pLp/W4JpvjWqi56oyZXLPXxL8cV0BU2uHttP/NLbFy0aKhDw69e6+OlnVEUWeJ7F5ehymQF96qt0ZyCdZFP8EqPxIJS96Tye8dCCEFzX4wfvdSEE4MPzJaZytv0x002dyVZXG7HocqUOCRKHOljZgnBp+5vz1bpf+PJLu77SM240yL27DFp0y2yfXozA0+XXcOhmDg0lSWVJUSTgoRuYldlRLSbGi2CoevUVJbidi+iuXEbhmHgcrkIhUJYVvq8DQQCyBJ4PJ7suyrKwZDIludgQhojmrP/DDTzTBtCQNIUmKbFru1bEOLAF7rMmzePjo6OGS0Ac7lcqKqK0+nE5XLhcDiQJAnDMNB1nVgsRigUIh7PXRQ1GMsSROMp3E4byZTBx29/iJaOAeJJA5sqI8syd3z2fE45unZa9r+mpgbTNNm9e3zpCLn43UNr+P3Da4eJa4Dacj/3f/9Do67/5GvbuP13LwyxRIK0CDt9WT3f/cx5k9qvhobxTT8fyjzw7EbuW/UeK5bW8ZOvX0ckPIBhGEOmNE3TIpZI4XHZs9Oqoz0yN/Vcf0+V+fPn09fXN+7v5fFNIX67OohpCkLvrcEIBfn5LZfwk7UG7WEDRQYzHiWVSKH5AmlBKgk0TWVxicptFw4d4C1YsIDm5uYhsyNRA/7UmBZVCrBzy26296U4bkkFdpuKqsqcXCL4x5udrGtLoCkSP7iknIaivWL4xy/18PyOKBISP7i0nJd3Rrh3fXrQe8vZxZzc4Ma0rGzE3BLQm4QSt8qCeXNRZ0AwWZaFZVl85aENxGUNyxIsdSY4o25y+bJJw+Jjf2sjaaTPhaQJx1U7+cb56an0hGHx/j+2DFnnvo82UFVSkL1e7t69e8xCTwEk1ACmbMel9yALk9mzZ9Pf3097Vy9R2YPqSA8ASv12qgpdRMIhOtqaAaisrsPp9tDR3kp5eRXJRJTuzg6qq6vRNNuoA/k8Rxw5h2/5COthiGVZpDWq4GAZc6iqSjQaHXvBKZC54Q0WxZqm4XA4siK2sLAwa1SeEbHhcHjEfZNlCa87fSNxOjT+eOuVvPh2E29uaKO4wMXFp82nrNAzbL3JYrPZCAaDU97ONRcs5cnXtrG7O5zNZVVkCZumcOu/nj3m+r954K1hYhXShWYvrt1FT3+M4sDEW/EObhpwuHLl2Yu48uxFlJSUICxjVBEYTMawLMHr77XgtGscO79iQu8lhOCh5zfx7rZOrrlg6bBubeOlr6+PoqKicQvWv64dQDcBAWplHYlgL+u3doBUjASYFmB3Y7OnI7eyJDj9uFocdpWtu/qGbc8wDBwOxxDB6lah1A69KUilDLb26px7Un32dUmSWNcvKPOo2PaU/3sdMknD4oXtUV7ZFcW0BFct9bGkwkFDoY0fPJeedbCrEqaA7/x1DS922dHcHs6Z42bBvFKaYxIFDplvzp/+yGpmijscDiMnEginRjJlojkm/5sYSFjEUhb6oJjE2rY4AwmLgFMh4HHxgeNKuX9NFzZF4ltXL2HZkmqSySSxWAzDMJg9eza9vb2j2gFKZBoDSJiSDVnESSQS6YIrBVI2NwIocGtUBJwkkikGBs3sRRMpXB4Jl7cYSZZxOF3Mnj07n5+aZ0LkBethiCRB085tmKYx4QjMa7uivLorzmVLvMwpnp4qWZ/Ph2maB0Ss6LqOruvD0gmKFtfPAAAgAElEQVQyItbtdqeno/aIKV3XicfjhMPhYSkMqqpw9opZnL1i1ozsq6qq05IS4HbauOu2q7h31Xv844VNJFMmxy+u4oZLl43LZ7G5M7ctmE1VaGwLTkqwKoqC0+kccj5kHoei3dVYjGdK89ZfP8vzbzUigI9dtowbLhm/g8Or65u58+5XSaQMnn2rkWd+eUPO/NrR8Pv99PT0jGtZ07LozxipShL2gmJsRT7OOX4W3g7B2tYYW7tT6BYk95ivapqKw64iSVBc4CQYMygY1Mw+I3z25ZJqi5YorN5tUFfu2fOW6Yi0aVkcVShY1lDIilonVX6NYrfKZx/cPcRXdlt3iuuWpxtRVPlVOsPppgqWJXg1XIDqlqmv8iOXFtAYTQunYMKcVhGViYR3dXVhWRYFBQV8aImLhzcGcWsSi4qGp9j8+J7XuefJd6go9vKzr15CedHIA+MSt8L58z28sCOG36nQEdI5ps7P8UcvRFVVhBB8s7KSL51fTzyeFpkbN24cso3+/n5qamrw+Xxs27Yt5+dQjSimbEex0sI/HI3RrtsROihqEs1pp9RvR5Yl9GSceGxvECBz7U/oJkVS+vzJ56fmmSh5wXqYYVkW/f39GMbEcwWDMZO7NybQDbjtqS7+fG3N2CuNA5/PN+PR1YlgGAaRSGTI9HRGTDkcDtxud7bNbEbEJhIJ4vE4AwMDMyauZFmeti5XLofGDZccO2KHmzHXtWtEEyOfP6Zl4fNMbiAjSRIulytryL5vAVBmujQjYg3DyD4GC9vMMoP/3Z/tf8dDf38/xcXFeL3eURtBvLh2V7aF75OvbZ+QYO2P7M1TTqR0TFOgTFIDjHcw2dw+QKK7A3txurJcksC29CQe3a7z5OYIphCcNsvFURUO/rk5wtbuFMmUyZZdfZQUONm4o5dX3B4uXrw33zQWi43osWmT0z3ow7KD+bMcuCWLAVNid2eEvq5+PnN1FSBxfO3ewVNLcOh5mxz0sb54ZjGvNMZY0xrjxy/3IskSqiqzcHbREIH6ieMrp02wZoooMykPbrcbVU1HhY8vFXzstgeJxFOceVwD3/n0uUiSRFN7P/euehfdsGjtCvHr+98cYm1mt9vxer3Z69X/LlRQFAVd1+noi2AjRXt7O/F4fFyuHPF4nG3btjFv3jx8Pl92hkoI2BVNR7uLHQqGmhbNuuLGbkZY1Rjlnb4wdknm35arlJT5suJcT6WvY7Is4/V6KSrwIGNSXeREmexJmueIJy9YDzOEEJNuTdqWlFk4Kz2t2Ng4vojLeHA6nQd93qJpmlkRm4k2ybKcvSkUFhYSCASorKzMCiXDMLJTa5FIZEoFRbKczok9GIqSLjptPg8+txHdGC7MC3xO5tVOzi1AkiRaWlpynp82mw1N09A0DZvNhqqqqKqK3W4fUvU+0gPI5ndO5DE4J3Twv5ZlZTvr5GJ7Sx+maTG/fvhUvK7rDAwMEAgERhWsJx9Vy8vrmgA4Z4KR+/NOmMPza3axcUcX/3r1iklblVmWNe4Cl+KAi8jm9YTtLryz5uMoLkE3YUtXEt1K2129uCPGCbUu7rionGvvbiFhCBpbBwgOJJhbV0BhYOhtJxQKUV4+sn2UTU5bZQFcVQ/bu2L/n73zDo+jPLv+75mZ7bta9WY1yw3cK9g003vvBAIkgTTIF9LJm0YKCSQkJHnTSQgJJKHH9GKqDbiCey+SrF53tb3MzPP9MdJasqqNqa/OdfkK0e7MTp/z3M+5z2FHIs15iwaXT3zqqGzuWbXf2uu6Bfsbqxyawu6OJMv2Whp2RVFYOGugAf/E/JGb0IZD3+72pqYm7l5ay9NbQ1wwLYvPLNIyx/o/z2+iO5pASli+rpZ9Ld1UlmRbZvo9l50iBDnZWVRXV2Oz2TLL9j532tvbSSQSJJPJdzVok1KSSqXweDwZwrq5W7CyQyABIxLh7JlpfHYVp2nNAmkYgMChCky7NQDpvRddLjcVFRV4vV6klGMNVGM4LBgjrB8zqKpKTk4OXV0DtWIjIcsusKkCU8LnFo4uom80sNlsH6oK62hhmmYmvMDr9RIKhWhtbcVut2fcCFwuF3l5eZSUWC/QXiKbSqUyEbTxeJxU2qChrZssj4P87IEvRI/H86EgqwCfu2QBb23YR3swmrFd0lSBTVO5/YunHnL1qVc7PBRSqdS7kkTYbLYMye39J4TIkF1VVbHZrOnX3hdoXxLcu41996+urm7QJr1Hlm7mNw+uQCC4/rzZfPqCeexr6SY3y5XRPTudzhGdMX78xVN4Y/0+3A4b86cOnV40GOw2lV98+YyDWmYwRCKRfrIAwzR58IVNBEJxrjt3TmZ/AHweB/f+4ELuvO8NfO4I7bYiTCQFXpXOmEJH1MSUkjvuX8GM6nxsah4eu6AzZjLnyCJcTo2NMckx7B8M6bolXbLb7QPO/8J8SbFLkm0DtwYzS13MLB3alun86X4SuuTxTSGOqXJz4fT+TgAv7Ij0HDuFxfPL0QaxrHIeAvHvO9Dp6uoiHo9TXl5Od3c3z2wNkzbgqa1hrltgyRM0TaO00IfdppFM6ShC4YhJ4ykpzGHKFBu335LkF/cuZVJlAbfecHrG8SSRSBwWL+Od+zrZXR/gpHmVGdeP1tZWKisrMQyDjo6ODAE2JUSFnWf3dHLJlAIS9gLSRoJp+TrHH5mDloqR1ecaSadT+DxWJTUj4TAMFEVBSjkmBRjDIWOMsH4M4XA4sNlsB02AKjxwYbmJKiDfMfqHdl1zkI5gjEkVef0eXGARMdM0PzRk7FBht9sJBq3KTS+xOrBy1lsNdDgcOJ3OTHrX7/79Grf/+TkA0mmdGZNL+cUtZ5Pl3h9LebgsrQ4HsjwOHvjJpfz31a08+foOkmmdY2aWc/XZsykrzBp5BUNAUZT3NDigV698uFBQUMD48eMJBAIEg0Hi8XjGPu2ZN3ZmyPwzb+xid0OA5etqURWFv33/QiaW5+F0OmloaBj2N1RFYfHcqsO2zYeCjo6OTMqcrus89vIW/vjIagxTUtfS3Y8UJ1I6m/e0cfXZMzn1KMuu69ZnWnirNo4mYGaRjVXv7KR79x6M/DJUh4ldFcwrcyIUi9gpg7iWGIaB0+kccA8oAqpH6GtM6RKbur+6d/nsbC6fPXDALaUkz6PSHDLI8tozZLXvAGVcluOgBmS9U+Dd3d0EAoFM49iu9iSNKQ85isIF0308tSXMhdOteyedTlNdXc1tX6rC7clmw456brryBPKyPXR3d5NMJjl1XimLZ34CgGiok8M53F+zq5PbXgkgFIX/LH+N+2+1XD9isRjNzc3k5eWRn59PZSJB1pZ6QpE4/7u5izPnlTG3KgdNFWxtEKRNSZYG3uwCwCKmAgPTBAOBMK2m30QiTnt7O7FYLBMGAGMa1jEcPMYI68cUB9NI0RdFB2Fe3dUd52t3P8fu+i40VSGlG1x1xgxuuvzozEPf7/cfFjP/Dxqapo0otejVW/atJj/+ylbu/vdb/bru121r4OrvPMjWp25DU61mLyEE3d1DNzu93/C47Fxz9myuOXv2YVmfqqqHzYbp/UJvjHBxcTFVVVWZ6pCUkqvPP4Yf/+kZBIJLz5jPr+9/ucei0uD5t3bxjevLMrKCoSCl5KEXN/HWhnrOOnYyZx076X3bt74wTZNkMklVVRUdHR1E42nMnsamSKy/pvoHf3qFN9fXIYQgEk1x0clTrXVIMAVcPiuL5Ut2I6RE72zDXlaJTYUNzUlOG2/5zfpsCtCftKZSKZxO56hs7wIxg80tCWaVOnlma5j/rOumIsfGL88vzpj813VZnq2qIrjtjEJKs2zsaEvRGbUGGZ2BA+9lSaHbxjdOrDqo46brOrW1tZnznDYkbzfE+MWrnShKG7ecWMS183O4dn5OZrmWlhbsdjvJZJIrTpnIJYurADni4OZwYcXeEEIoIBTazP7Nk8FgkGAwyMSJE7HbbJw9bxKBcJRGw8NR5XkIsZ/g5/psPR6+AkPXkUgiCYnDrrK7Ncb4AkurjubEMC1ZQG9IxZgzwBgOBWOE9WMIRVHIyck5JMKaVqzpNps5slfp1+5+jm017RjmfhLy0NLNlBf5ueDEIwGrcngo8oQPE3r1pQfbEBUMx/n1AWQVrMjcYCjGH+5/lnNPmIrD4aCkpOSwNVx9GNGbNf5RQzwep6amBrDCL3ob8E6bV0zpreeiGybzp1Xw7LLN7GvpQpqSOVNKyMnJGXGA8/rbtfzhkdXEkzrrdjRTWeJnavXwUZqjRUMwzZu1UaYWOZlRMvIotKamhoKCApxZucw89SQuEG4at+/hm9f1D0yobQqQTBsoiqCmybJgc9ss8mFKcLvs3PejS3l1TQ0nzB3P9oiDv7zVhsDqzFcUCKcl48ePR1XVjFzjwOCAoWCYkpv/20QsZZLrVi3/UaAlrFPTmeaIImuG56H13bRFDASwZFOILx6bR65bzZj8SWDDjjZmTSm0uouEYFqxB9soG4J6SX5tbW1G5pI2JDc91kRrRLeMJAWEBxmvDKdpfq/xYr2BNn4CR2fHWLVuH1fOH6i/ttvt2O12tm7diqIorO60c1R5HjZFYJgS3dTJ89oYl+exGqx0A8O0JENZbssOsLrQ09NIaaCqKnl5+WT5PGM2VmN4VxgjrB9T2Gw2HA7HQZEgQ2gkbFa3rpJqQ5VDT6/WNQfZVd/Zj6yClVf/z2fWZwjrR1W/2he9ROVgEAwnuPo7j2Y6wA9ELJFme207px2dJJlMUlpaOupzZZqSfa3dLF2xi4a2MAU5Hs49fjJVpTkjL/wBwW63f+Q9WA8kGtMmWJ3y6XSaP956Nuv3BJgxpZIF0yt46NlVfPnO/2JTBX/6n/MH9Uht6gijG70WP4KWzsgAwvrUsu3cdf+blBb4+MOt55GTNXKspmFKvvZkE7E0QDenT/bwpeOH92g1TZPW1laWNgv2RBRyp07jaxfPI8+t9dMA3/GVC7j5p4+S4/fw7c+fT2VpHrHnO4EkpoQdISffOGcWSn4Vv3lhN7vb9s8aWDPEku5Iimg0SjqdJpVKkU6nKSwsHFX1PW1KQj22Wm0Rgwum+Xhqa5h8j0pVH3uoqcUOVtfHQZIhsYU+jbvPL2HpzgiaAjkejSYssgpw4oSBTgVDHatIJEJ9fX2PxZZEERBOGrRFdEwJuS6FqxaVc+W8fLZs38tfl6ylvMjPdefNGZX1WEtHmAee24DLYeO6c2fjdY/OmUPu350B2NEt2R23IYQgL8fNdKOeT51+yoDv+Xw+kskkL6zYRV17FK1iOpOL88hyabgdFmVw2fdTh32dcSry3VYsL9bMQS8pDbS3UFhUhNfjHpMAjOFdY4ywfoyRnZ09rBn0gVCkgeiZqhNyeHLREYxhU1WSDPxeIGRVZx0OSw/2QVYO39ywjweeWU9DW4hxhVlcc/YsjptdeVDr8Hg8o07H6sX9z6wnEB56GaddoyTPR1o3aOmM4PYHiMeHr8jtawnyp0fX8PLqvX3y6C2d34MvbOSEuVX86PMnfyhTY2w220eesA4Hn8fB8TOLgSRCCL70s8dIpQ0SwHd+v5RHfj4wXeyMRRN54Jn1hGJJivO8LJox0EburvvfJJZIU9MU5InXt4/KpsyU0HectGxvjC+NnCwLQI4dVAGaolBVVoJLExn3BMMwWDRnAmdccQE7WmPUdERwKGn2tOxvLLv39RrS0QD/WBvE6FMwlcCK9Y3kZbtobo/QNq+/96imaQOSrtZ1CUpckgm+/d9zagqaAF2CpsDpU7x8Ym42TptA6cPUzp2axfhcO6oiOKLQQSJt0h41qMixccNCi5iubBd0hQTjvZILZxST7x25Et3bVNXS0gLAmn0xfvZKO26bwt0XlHDZbD+r62LcuDCX0+aWYLfbueWXz1LXHMSuqfi9Ti45Zdqwv5HWDa6/7XEC4QSqInhnexN/+/5FI27bvig816SQ54CLy82MuwL0WFR1m0hpkcZIMMSaTfsGrENVVfLz87nvsWXc8c+3OOHSMymxW8+TYv9+0qz0NFMJISjNdqAp+/9/b6OVAIqKij+Uz6MxfDQxRlg/plAUZVQZ4X0hkHiSzT3/PTwmVeSR0gcnIL2Vp+zs7A9Uv/q7h1bx0NJNmSn5ls4I63Y0c8LcKu740mmjNlkfrbauL15evWdQW6heCAE1jQFO/cJ9maqI065xzdmz+MRZMwds247aDj57+xPEE+kB2WWmhGTaYNm6On7692V8/8aT+LDBZrO9pw1XHybs29efCNhtgz9m8/xunrj7atoDUYryvINej6UFPmqagthUhfKi0TW82VTBt08p4JevdxBPS86Z6ht5oR7My5VUeAwqi7LJctlpbGzsp61e3xhn2a4ASV3yqxdrufPc4n5ep2kT7lsTxKYwYChr0xQqSrLIzXLy2KZuLpmxv4NfVdV+18cbbYKaqGBLt6DEZdInZ4BvnpzPv97p5uhKF+XZVsXwtw+u4NGXtvQM2k5BUQTTii0CGk+bfP6RJiIpkxMnePjS8ZYt2/qgQCJoiEFJnr+fHdVgME2T5ubmTBrdPTskaeGlqizN7rogm5oTXD03m6vnWg1fsVgMr9dLNJ62wgqkJBxLsWZLI7/+91scUZXPtz91wgBC1xGMWTpiU2Kakq17R2cJuDdilRs6khAzwKtZRLU7DS80KXSlFTqbW6ndupdNK9Zx8oLxA9ZRWlqKruvsrmumqHIc+SUFFGW7MSXEkgbengJ/3yqqy7F/8CGlRJqm5SqiCoQYI6tjOHwYq9F/jHEoXeeC/mS1tinAuh3NxA8wks/yOPjEmTNxOvq/jJ12jZsvPxqwKpMj2fq8V9jT0MWDL2wcoB81Tclra2u4/gePk0yNjkDZbLaD9rYNRYauKisK+L1Olry+jVgiTTyZJpZI0xWK85fH1/K1u5/H6KPnk1Ly7d+9SGwQstoXyZTOCyt20xH88DW5aZrGtj1N/PTe1/n8T5/kr0vW0h05NL/gDzsSiQQ/+vwpeJw2Sgv93PWVM4f8rk1TKS3IGnLw9PtvncfnLp7PDz570kElrB1d6eahT5bz+PUVXL9g9FIRIaDQCfHuTtrb2ykqKkLT9t/j5dk2VAF2VTB7nBNFQJlfQ0Dm70cUOqjIsQ9Y98zJBfg8dooLPLTYs/sR3QMJa47dmjmwKda/vlhU5eF3F5fyyXk5VvNXPMW/nttIPKnz+tu17G3sH2/cFtGJpExShmRdY5wdbUmW740yNUtiE5ITqrIyCXeDzQL0Vpf37duXIatLdiXQFcs2rbosG5sK88v7yzWi0Sg2m42f3XwqE8tyOXZWBZedOo3/+f1Sdu7r5MVVe3h5zd4Bv1eQ4yHX70JTFRw2lflTxw15vvpiTo5knMsadHh7TtmqDsFDdQpdaUBCMp5g04p1CAFe10CZQSwWQ1VVLjrpSIqdJkY6zVGlWSgC3M7+z/oDJRwWiZU4bQK7poxpVcdw2DFWYf2YwjTNg57GPhA/+/synnx9G6qq4HXZ+cePLqEod7/HzBcvO4ryoiz+8fR6AqE40ycUcdPlR2eM1O12+wemX316+Q7SxtAVzp11HfzvQ6v4+iePHXFdqqoeFGFtag8Rjg89WPC7HXR2xwatwCZSOm9va+KZ5Ts5f/ERAGzd2zZqEqoIwbJ3arm4p3v7w4JVm+q48ut/J5XWMUzJpt2tPPbyVv59+2Wj0mV+1HDKUdWcclQ1U6dOZe/evaO6fixiZParuOX6XXzq/NGnX/WFEILBLEWllERTEo99+AaY9vZ2vF4vkyZNora2lng8Tp5H457LxxGIWdPrQgh+c2EpDd1pSrI01jfGuXd1gAOk7WiqwO2yZbYLoD4qmZi1f1v7EtYFeZIqrySV0nl4XZg5ZS6m9rEwMUzJj5e2sak5yeWzfRTmeOiOJLBpKsV5/WeWyrNtnFDtZn1Tggun+/ifZ1upKM1icpUg3yU4flIRdXV70XWd3NxcCgstHXFvI5iUkl179vJqQ5rdQZP1ewLYHDYmlFsd9oFQgv+3wE2Ws//B7t2feVPL+c/PLs/8PcvjIBRNgoTsQWQImqrwjx9ezJLXtuNyaFzY0w8wEvx2OL+s/zOlNWlVXQWgJSKse3WVtW9CoKr9z31acdIc1fBmS7xuB7++5XSiOrTqacpznHj6FCeEEGAaIHpHEyZOTbHcB8YwhvcIY4T1Y4re5JJDWhbYFxTEcaIbEt0wSKXi/PGR1dz2uZMz3xNCcP7iIzl/8cAHaq9f5aGmbr1bBEJxzAPfmn1gSnjy9W3cfMXROO1D3wZ2u1UpOpjp7P/3i2eG37Zhqq9gNa794+l1GcJa2xxkZJGGBd0wiQ5Dlj8ofOOXS4gn91fpU2mD7kiC+59Zz/+7atEHuGWHhqeWbee+p9ZRWZLNbZ87eYD/cC9isRh+v3/E+6ChLcQNP1pCIBTnU+fP4fOXHtXv88a2EJ+7/Qm6QnHOu+gk7Fk5XD7bT3m2RQJrulLc9oLVjf/DMwupHKTCCaCbks890khbxGBygY27zisZlrTW1NSQn59PVVUV27dvR0pJllPtR87smqA6z44pJb9d3kkkNfC+62sAYFXiLA1qLw706O2t9N7yfBt7u9I8vinMvVeMw2kTPYlVKTa3JEkZkgfXhfjX7ZexYWcrc44so7Qwm0gkknEdUITgqycVYbPZ2N2Z5j8bwkyqygUh6EjAS9uamWSzrs3Ozk7aO7uIqF5Ks+wkk2nWNkVY2S4xpAChMXlCPu9saaXJESGtm6zfUENCa+GEqVaoRiJtktQl8WiML3/mbnRd5wc3LqawZ7D/+2+dyyMvbWFKZT5HD6JbBsj2uQ4pVvlAnFhosi4gqPZKCm12VvpsdLRAcb6XGy+ab50bCbURyM/PQyDY2Ryj92q2+Qs5rayg3zUSTaRxagK3Q8PskTMpY1P/Y3gfMEZYP8Y41GYnQ9jJLszn65+/iGUrtxKNJZBYvqujRU5OzruOC3w3mDW5mGff3MlwPy+E1ZldVTJ0qldvx+zBoK753fup1rd2o+sGmqbicdoZbYOt3aZSUewf+YsHCcM0WbmxnhdW7CYST1FVks1FJ0+lvGjk30rrBrvrBurw0rrJik31HznC2tDazZ3/WE4yZdDUHubX/35rSN2wruu4XCNXkP/z/Ea6QjGkhPueWsf158/tN5B6aOkm2gJRbP483mxREe1RdrYn+fNl1nTxYxtDdMWs6ez/bgpxywmDuwK8WROjLWJ9b2d7mlDCxO8anmxsa+hAd/r73ctNoTQPr+9mzjgniydYRCyUMAclq9C/c72X/KzqVKjympm/tUR03ukUTMqSVPYUSXuMBUgZkmv/3YBNE9x1yUTmTC7A9VIHiiKZWZbFoqPmcvR8MxMz26ud7434BWvWqaLC5KJOhc4+egRPOgR9esBebobaaBSnGkVKiOjQb8AorUHlhh3WNa2oGi+u3MOCaWXMmz2RrzzRREoHo72Bti2WJdrNdz7Dw3deAUBxvo8vXblw2GM+EsLRJC6HNmJDk98OJxZZ5+TZJhvzrryIG/wGRxfQ0xwFD9YpdKfhkmyrSuqxC/SeCZ1xOZ79TVQ9583jtGWOxihdwMYwhsOCMcL6McW7yaVXZZpYuJvXVu8iGrMqQ0KQMQkfDbxe7wfqN3jmoknced9yjGEYq26YeJy2IT8Hy0f23UorDhk9L4iFM8oG2IcNBU1VOPYgXRBGQm1zkJvvfJpwNEmsR8u8YmM9Dy/dzEkLxvODG08a9sWpqQoup23Qym9ficlHBd3RZKYjXTdMOocZyLW2tjJx4kR8Pt+w90NZURYOm0YyreN12608+T6YWJaLw6YhVJEhf31J4IxiBytrLZYxvXhoC6Rxfg1FWFW1Qo9KlnN4xlEfheebVURjHeeWAuk0332uja64TtqAZXuizChxkuvW8DsVFlW6WFEXZ+44B21xmHpECWnD4O3NLZl19lZY06agWWSzoCyL1kiaZ5tVwimTXWFJd0uIn181k8rCGHs7LWJoAkld8qWHdvHlUyt5+HMz2NkcojpHZcuWLZn1V1dXo2ka4XCYrq4uYrFYv+rteDd0JhRAsiDHoNQt2Not2NYtOCrPJJQW6BJi+v4mDykhGk9R0xgkFE4TiqYyRC7eXA/AL+9/gy96CzIODSJ/HFlTJKEdm4kmDt+sxx8eWcX9z2zA7bTx99suoqJ45BhtU0Jd1Nqb3VGVhYX7S97dPa+Jx7e3cvUUJ1MmjifkE9TX19PeVE+6qBKJoMDvzFh4IQRJQ+Locz2OYQzvNdTbbrttuM+H/XAMH17oup4JDuhKQlsS/LahPfr6QgA+Lc2OPY0sWjibZCLBjRfO4YxFE0dc1jQlr66t4c57X+Ovj71FRyBK9bjcAc1Z7zVsmoqmqazZ0jjkdyaU5fLJc4ZPciosLMzkeI8W9z6xdtjK7mgwsTyXy0+bDoCmqQhg0+7WjG/nYHDYVW6/6dTD6sfaEYzxye89SiAU76e5NXv8JxtaQ9Q0BzllmIYgIQROt491W/f1236nXeNb1x9PacHou9g/DMj3u9m4q5XWzghOh8YPbjyJgpzBHTlM08QwDIqLi+ns7BxynVOrC7DbVIpyvXz3MyeS6++fQDS5Mp/yYj9HlPqYP7kQlyq5+bg8/C7rvpqY72D2OCenTPayoMI92E8AkOvWyHGp1AVSnDDBzaxS17CSgJaEoC5qaV3L3Sar9kZYWRfDMK0pfbsquHSmv6cjXHB8tYcrZmexdFeUqonFaJqCplruAL3oreylpGB7Z4pXasIsqwmQMqwoz1hC583NLdQ1dzC/VOPN2oH67fqOKGdNtJFtN5GmYemimxNICcW5VhNVc3MzyWRyQCBBWyDOUxu7aGgJ45JpZpW6eLxeIWoImuKCs8eZbGtJ8NaWDqKhGHNKHKzY3MrmPQGC3XGS6f3rSwU6CFilAAIAACAASURBVO20yLJuSPK8Go2mL7OfmtuLq7gUrWwSigLTi53ohkk8mcY+mMB4FPjyXc+iGyYp3cDrso+qKav3FIfTsCjfJNex/+9buy2CfmSWZLInTSQSobCwkEgkQlh6CCYF4XgCpKQlmCTXuz++VhVjhHUMhx0/HOqDsQrrxxS9+tVQGh6rt0bW83Ikc/NGz6TOPX0hadXDeSdOx50eOjVLSkljW4h4Uudnf3+dzbvbMt3sG3e18MCz67nuvDl0R5JMrsjj5AXVOIbRjR4ufOLMmTz35k7qWoIYRv/9dto1vnHtcSOuYzSRrH2xdmsjiqL06/I/EIqwCHUyPbgtmMuh8anz+jfaXH/eHExT8vcn37G8bdN6hhTbVIXqshy+cvWxzDuydNTbOhr869kNxJPpIQl4IqXz2pq93PPftWiqQllRFovnjh/wMv7+F86hpa2dR5dutvbRaeOr78H2vh9QFMHdXzuLjmAMn8cxrAYarLjLkpISNE0bUgutKsqwgychBKcdPZFgNMX1dy+nq7WdDa8J7v3+RTR3hPnqr55DVRV+8/WzgeFN5h9YG6A7KXl0Y5hJ+Q6OGT+0/d0kn8Sfl0cqEadcCaNVuvnvphCqAtfOz2H2OCdue/8qrUTQHBOUDTFf3Hd6uVdm0FutNJIpVm1oxqYKKrI1jq/2MK3Izt6uNFW5Nn6ytIPaQIpLZ/a3+PrDm10s2xtFAv/MyWVquWVd9fx2K7r1zCleruqxm3LbFDoDCYQA07TxVm2UAoeX9iSUuyVZNli5tZ3OiEF3GOadkM05FxYDsPjGezG8ORjJBHo03E+cKwCZTKDvWoMYPwPVbkcCqtOFBJ7YHGZxmcq133+MUDTJZy+ez6cvmDfsuRoMUyrz2V3fhQRmTCwa9XIL8iQLep7/BiqmsKHJBFdUmnQmocgBK9oFDjWBx9NOdXU1rcEYimanrjVEe2cAXfPS0BGjLN+FooyR1TG8vxAjaAw/OsHfY8hASklXVxfNzc10JOHxegUpYVq25LiC0Z9SQ9hIan7sRhjNHFzH+fLqPfzmPyvoCiUwDHPICmDvNKTLoZHlcXDfDy8mP/vgfGIPBZFYkjvuW86ra2uwaSq6YVJa4OPW649n7hEjk6Vp06axbdu2EWMj44k0X//187y9rWnE6Xu7plBdlktNU4Bkqj9pdbvsnHfiDO7+xoUkEglSqRTJZDIzAInEUyx/p5ZwLIXPbaeiOJtcv4uS/MNfpZRSctJn7yWaGFlaoioCiTUQEMAPP38yi+ft93mcNm0aW7duJZFME44lyclyjdoH9+OACRMmEAwGh62yDodkSueHf3mVTWoF0mYR0uD2jbjjXUyfUMTydXUI4IITj+Q7n1k87Lqu+Vc93T1pUeNzbfz2ov73gZSwokOwNyw50iu4+oQp7Ny586CidR/e0E2j4sPZxwpJSku33Ct3OJC0BsMJ1m5u5adnFZBIS2aVOnlmW5h7VgaYmG/njnOKUQS0hnWKfFomWQng5sebqAukcWiC751dwaXHTGLXrl1cdX89kZS13U98uiIj5djSkqChO809KyziJ4RAURQunenl8lnZLNsT4Z6VAeaWubjlhLzMtn7ll8/y5oZ9gw7g+g1EFQVnQTF6PMb4oxcR0+GsI734uhv53UMrSesmPo+dV/706czyTe0hXl69l8kVeQOasfY0dCEEVI/LJZZI88qavZQVZjF7SsmozseukGBrSLAw36TAqRB1WMtpRgiBhmImWNOSYGO3IMuhcWKJjSPz7RQUlyKEYGdTNyLUgMNfREVJrz5a4tTGGOsYDjuGvKjGKqwfQ/R1CMh3wMlFkmAKZuVIpJQse6eWzu44py+aiNc1eDcxWFrW3srqK6v38NyKXRTmWN2l2T4nT7y+jbv++SaJUfiZ9nK4eFInlTa4877l/OKWof0pDxe8bgc/+eKphKNJGtpC+Nx2ykbRKASWj6yu66N6Uf/kb6+xfmfLqLSmKd1kb0OA6rIc2rqihKJWc1pZkZ8bL17AlWdZ3bt+vx9N2x+NmU6nSSaTVFeWkUwmM0T2YIjEwSCe1EkMUQU+EL373atx/c4fXuJ/v3kuc6ZYlUUprWvPYdfel+r6hw29zUCHimff3MmydbVkL5qUIU/ZU6YTWv0qxXleS3IjYfqEwhHWBDcuzOGu1yzivKDHO9QwIW5aZvMbg7AhKJBSsDIIoRe2clLl6AYXSQMSBlw+y08wBU82QNQQ9NY+tuzuIBhOMqHcT1lRFlJKGlrDdHfHaemMMa3YyRGF+62eHt8YsvSXXWn2dCT52+oAezpSjM+zc9d5xZljcf40H/euDjA+x86ckv2NVsdXu3l+e4T55a5+SVjNoTT/fqebtNn7bJKAwSu7olw+K5sTJng5oaeZrDuSYOWmeqZWF3L7TafxtV89x9ptTQBo3ixUh5NkVztSyv2zJqaJ3tHCd29YzJc/fTobtu7i8Rfe4Z4n3sEwJE67yoKpZZntiSXSfPJ7jxFLpNFUhTu/fDrHzKwA4MEXN/G7h1aChC9ftYjLTpvOucdPGfFcrO0UNERBCkFbAkwEb7QpnFQs6BnzINHQVTeoLirz4lQU2nGqCg5NIa0YPZVvExluQQoV4gEMw/K/7TtgGMMY3g/833tz/B+Aoij4fL5MNWeibz+J+tuSd/jH0+uQEh56cRMP/uzyQTVsObn5ONxuWhrqeWb5du64bzmJlI6mKry5vo5//vgSfvXAW6MiqwfCMCXL19f1mxp8r+HzODhyfMFBLeP1ekflEBAIxXnt7VpSoyR3ACndoKYpwEnzx/PNa49HUQSensFDIBDIGJT3QlEUvF4vbrcbt9uN3+9HVVVUVcUwjEwuezKZ7JfRnk6nD9mpwa4pyFE2ex2IZMrg9w+v4q/fuxCbzfaekeoPCht2tvCd3y/FlJIff+EU5h25X0cYDCe4875lROJpvnndcZQXWR327yZLPcfnQvTrVJdIUzKuwOo4P3HeeN5ulwQ9XiJJE69j6N9aPMHLrFIXoaRBRbYdU8JD+xTCaWva2Ol0Ail6SeaeliAnVeYOub5ACp5pVHAoENat2NSTiySbgoKoQWY9x+XpTJ/mpCWs0dgd47WVAZKGiZTwq/OL8LtyyPf0J/VnTPHy73Xd5HtUSrI0drSlkMCu9hRJw6rwGabknpUBErpkc2uSf61u5SdTJgHwxWPz+NRROQMqgX9ZGSCetuJDpxfZMYG6QDqTUtUL3TC45ruPZkIuPnvJfNbtbMZpV5HuLLJnLEAiSbS1ENqxCYdNtRo9pWT25GKOOKKSVbs7KXBq/O7hVZimxJGbzxEzp1Bny+ILj+zjNxeX0doZIZU20A0TwzTZurc9Q1ifXrYjMxPz1PIdXNajbR8OW4OCNV29+yxQkChI3JrkkTqo8rVzcolAkynigKG68bvdSCBtmKgCIt1ByPMRi8WI2a2BkEg2oyhWKICScXgdwxjeH4wR1o8p3G53xvi6L5a9U0u8p421rjlINJEeUGUVQiGv0NJslZZX8vBLj2aIqW6YBMMJ/vvKtnf1qPqA3K4OCi6Xa1TRsr054QdDWMEida+sqeHmKxaO2C1vmiahUGhARKzL5aKyspJAIIDT6cTlcpGVlZWpyvZeA73kNZVK9SOz6XR6SF2lpqnMnlLMO9ubD2q/erFlTxvReAq/3z9ogtDhRkNbiO5wnKrSnAz5f6/w3T+8RGuXFYrxP797iRd+f13ms18+8CavvV2DYUhu/d8X+ddPLiMUClFcXExbW9shkffF86q49VPH81pNN3v0bFLRGGrTTn7+5TNwOWzEXDm8XNeJbobYF0hx+hQfs0qdOA+MiepBtkslu8fOKm1aWneJoFvxcPnMIoLpRja1xNCDIa6cbc1IvLY7wrPbI5w/1cdx1fvlPDtCgrAOMfZryLrTUOiUtCUEeQ44tdgk266wpEOlxVS5ar6PS+eqvNUomZWbYlLB4LrbK+Zkc/70LByaQBGC86b5eGF7hNOneHD2SAsk9JvZ+M/6ED/8hIHNZiOdTuMa5BgcWehgc0uSPI/KT84uRlUEum7wlV89x7d3NHPCnEpmTynlnv+uJRi2yKrbaeP+pzdgGBJFSE49bgbrwwIpVOxZflRVcM/3LmR8aTbhWIqutMo3n25DVdq5Yk4uUko0n5/saXNolioiDZGUyTcf2sldV0xmQlkuexsDKAoU53pZ9k4tx86u4KxjJ1HbbA1gzz5u8rDXyWutgp1hQYW77wNWIoGj8yTNPYYWnQkdTZqkVQ9GOsG+sEGJz4NdU5hWloXXacMw/GxrCUO0A0WzrgGBSXtLE56sLPwHGf09hjG8W4wR1o8ppJRkZWURDAb7/f30RRPZ2xRAgPViH8TWSUoTQ9dRNQ1D1/G6+79MDFOS0o1hLaOGg6IIFs0o/9BH99ntdrq6ukb8Xk6Wi/QhEjJFEazcWM8Fo0yzORA2mw3DMIbdTqfTmflns9lwuVyZYIfeaolhGJlKbS+x1XWdm648jpt+9t8BEbej3bdkysBut7+nhFVKyc//+QZPvb4dTbP26Y+3npdJXHsvYPa59s0D7oNkWsc0LZLQO4h5deUWfvvgfTgdGrdef+yo/Gv7QgjBOcdN4ZzjrGCKFRvrEcLyb/3mdcdnQjKkhLcbEmxsTlKVa+MX542scXSocHyhJKj4mO2Ls3v3bo7xwzF+AVjbGU+b/Hp5J4YJO9uTHF3pxtaTlDTJJ9kRErhUKHVJ6mKCQoekzA0zsq2YUEXA9rYUDbhRPYJ/bE/w7QU2zlx4ZD9LqsHQl3DeuDCXGxda1V7DlKypj1Pi0/jp2cXc8UobwbjJrFInkYTOFx6ppz6Q5GuL8zmu2oOUEt0Emyr4/umF7AukKfHv18Ku29HChp0tJFMGS1ft5eXVe/sldlUU+5lQlssra/ZiSsk5M3KI7oaa9jiOaBu3fun0zCyO02Fj254oIEmkJcu2tiKl1YCFovacK2vluyN29jaH+Ov3L2RPQxerNtVz5z+WIwScvnAi373hRBZMHYcQgkkVecMeq91hgSEFMR3OKDZxq/B0k8Ix5TmUZTlpqO0CkpxSZGIoDpKaH1MTrNvXxrKGCLcursbb805QVQW7phJTnHhSbZnfCHUHiEZC5EwZWZYwhjEcTowR1o8pVFUlNzc3Q1glCoZi4xNnzWJKZT5doTgnzKkckjTW7t2Jy+UmGo3yuUuOYsOOZkSPhclJ86uZM6WEB57dMOrtcdisZgSXQ8PlsPGt648/LPv5XmK0kayVJdmUFfrZ0zAyuR0AOZDwHAxGQwYTicSg+7FrXyd/f+odlr1TR1o3KMr1ceMlC7nugoVk+TxomsalZxWwqzHEb+9/ldhBeknabSp+n2PY7vjDgbc27OOZ5TtIpo2MhvDrv36ep359zXv2mz/+wil8+3dLkVLy4y+c2u+zr159LF3dcWKJNJ8+fy6XffM/1PYJk7jpji6evPvQt216dSHrdjSDhKnjranaxRM8dMYM6rpSvFUXI6FL9gVH78N8VKmbyspx7Nixg8EuJ5sqcNkUUrqJy6bQV76Y54Drqq2p/T/vVpAIXm9TuGa8SVaf8bCqSEzT8mBNpoxM7OlgM0HDQTclibTJv94OsnSXZe7/vxeVcO+VZXTFDHLdKmtrumgOpdBNeGxTiLllLr76RDNNIZ3rF2Rz8Uw/4/P6V+H9Pkc/d4/eFCcBFOV5uf/Hl2KakvNOmEJ+tofKkmySjgh3vZZCFk5gW9JL33a3OSV2FGkiEXjtKg6b2vO8lf0iTCVww8+e5bPnTOOas2fxx0dWZ2a0Vm9pACxbs9FgcaFkWwgW5pskDFjSqCCBIo+1r3luG22xJH47KGYagUSaBuOzXcTjcQqy9uuHTSmJJnQUM41EIPr0YL8becsYxnCoGCOsH2M4nc6MxjFmz8cUNhzp4Kh8+6RpEonGiDpKKBifi9PxLLFEipsuP5pPnDkTsAhJbFQd5PD5SxewtzHI1OoCzjpm0ns+ZftuoarWy2W08ba333Qqn/7hf0d1PPpCSjmq8zEUHA7HIUXwvrRqDz/8y6uk0kaGMDd3hPj531/hn0+u5t4fXISvJ270khPGU5Kt8rclb7NlTxuqqqAIy3ezb9xqXzgdNr5w5WKOPOKIDCEpLS1F1/VMNXewf4eit93bGOjnEQvQ2hnBNCXKe9QYMveIUl743XWDflac5+Wv37sQgGu+92g/sgoQib07E/kbL57PtAmFOB1aRjurKoLLZlla2cK3g6ysi3H1HD9dMZ0clzribEY0GiWRSFBVVcWePXsyf08bEimt+NVfX1DC+sY4c8tcgzbcCAGFDmhPSkpckqRhVW97MSnfwYbmMNu7DK6baXnFSinRNG3YaziuWxXa9nCaHe1J7l8bIBg3KfVrpHSJXRME4galfhv5HuuVNr3Ui9+lkdLTnHWEl62tSTpjBhJYsjnMxTP7V7gj8RQ33fE0ilDwujXiiRSKonDa0RNwO+1ce65lOaYoop9e+ZXd0QyNe3FnhM8fs78C+tenNxLXcxGKYGunwSfPmc29z2zCTKVQ7I6MlVesuYF4KMSTr2/nmrNnccXpM1i7tRFTSj5x1qxhzxtAU9xqdqvywKQsyaQsa4tWd+ynmK/WdnJ+pY3ZnhjzvRK7CmDiTTYTsRcys8iHIIu27jjFfge1bVFCCcvf1rBlkyYbb7I5Q1pzcg6f1/MYxjBajBHWjzGklPj9frq6unpUTJBWXdjN6KDfd7rc5OTl09HWgp7WQXEgEXjcTiZOncDbq7ewaXcr9a3dVBRnk+NzZvRdw0FRFK45e3iD/g8bfD7fQSWFTSjL5YEfX8pl33pw1KlUdk1h3tTSg54e7rcOu51IJHJQyzS1h7jtL68MsNQCy1e1sefzX37lrMzfj5lZwTEzK0gk06zZ2sh3fv8S+hCVXaddY0JZDlecMoWWlhYcDgd2ux1FUXC5XKiqipSwfnsDhilZMKMKh92WeYGbppkx3O8luJFIZIC8pReVJdnYNKWfpVphruddkdVAKM7jr2xFCMGlp04jyzO8t+lQGMyFY2LFu5MqCCGGTDMTQnDt/ByunpvNLUuaqQ92cs5UX2YafTjU1tZyRJ8BRl1Xim883YJhwo/PKmRqkZMzjhjePu3CcpPuFDzbpPD3vYJj8iUzc/bfD5fO6L+8lHJY94TGGDzTpCCAN97uIBxPYRhW6pVdFRw33s34XDtTi/qfH49N8OCNM3h0RS1VuXaKfBpOm0A3JSdPHKi9bGwLkUjqJFI6ii5Yctcn8HkcRBNpbv/b6/zqgTf5zmdOJNvn7LfchdOzeLvBegZOK+r/mZFMkAp2Ys/OIyvRScSRwkynaF/xKlmTp+PML0JpqyW1rxa7pnLhSZYsaNHMcp757SdJ68aI1n9tCavhDeDYAslUv3Wsw2moiQqcCrhUmOtPYTdSHGjQoSgKiqpRlO0i12NDUxXa25oJd6dIa33PVf97KS8vb6zKOob3HWOE9WMMVVXJycmhq6sLZzpI3F6IqdgxUXo6PPvDn5OHx5tFMpHA589B1TS2NoRI6SZnX3I66zbs4eXVe3ltbQ2/uOUM9rV0D/KrA9Hb7fpRgsfjOehI1vJiP6cePYGXVu1mmECqDGZPKeFnN59+iFtowW63H1SwAcDDSzdnNI+DIa2brNzYQHsgOiDBSVMVfvDnVzONewfCaVe56bKjuPiUaUhTH9AkBrCtpp2v/PJZ4kkdASiqwh1fOo2jppWhqip2ux2bzYbNZkPTNDweD3l5eUMS1uPnVHLGokk899ZONFVFCPj5l8/o9x0pJc+9tYttNe1MHV/AmcdMGrLqmEobXPv9x+gIxhACnn5jBw/fcQXaIQSn337TqXzrty+ycVeLVam0qdx05Xsvh4mnLUmAKWH1vjg3jhBdb0iQPdesqqqYpsnahjgpXWJIeLMmxtQDCNlgUIQ1oxLRrSauvRH6EdYDYZpmxoJqMLQkBKa0IlLdHhvBaAq/y9Jdl2fbmFHi5LTJ3gHnMp1O850le3m7thsJ/OqCYu69ooxw0iDXrZFM6eyo66CyJBu/18nE8lzmHFHCyk31nH/CEZQUWMEEP/zLq6zaVI8Qgj8/voZvXXc8aUPyo6Vt1HSmuOWEfO67chxNIX0Aab7hwnk03fMqRqiLb91wOpd/9a+Zz8I7N5MbaeAv37kAIY4jkdQp7uOl7PeOfKzBOm+9//t2Q5xqjx2nprA9JAikQBWWPKDKa51Xl8uF0+nE4/HgcDoRQkWXIjNYFAJCoRAOQ0dgkrbnoqZCOIwQihCUlFXhcDjQpeDQTdrGMIZDwxhh/ZjD4bA0hKbeWw0TDGpFIkSm0pGVnZupgvVO0doFeCsnENq5BcOU/O6hVSiKGLGaaNMUvnTlCG/LDyGcTueQBGk4/M+nF7N7Xyd7GgPDfu+kBdX8/P+9O7IKVhJXNDp4xXwoLHundsAU+sD1Kry9rYkzj5nU7+8rNjWQSg+tR02kDP70+FoWziwfNCI2mdK5+c6nCUX724V97e7neerua8j2OYnH4/0GC4WFhXiG6UgWQvCdzyzmmrNnEQwnmFCWM6BR8O5/v8V/X91GIqnjdGjsqOvglk8cQyKls3FXCx6njanVhQgh2NcSJBRNZiq27YEoLR3hUfn3NraFeGn1HqaOL2TBtHHk+d0ZeUAwnKC0tJScLBeNjUNHBh8OeB0KV872s7wmxmeOHn76NpyGh/cpmAg+nxPA6JlZOLbKzZNbwqQNyamT+7tYpE3YHZK8sDlANKFz07F5GdcBnwbTsyWNMVhUMPx1NpI/7VS/pDUBDgVyy23UetzccHQO96wKsHxvjBV1cXLdGvN7/GR7kUqlaAwmM9ZXnVGDyhw7uW6NVNrg6u8+SnsgiqoI/n37ZeRnu7nzy2fywxfbWdOW5LGN3Vwy00+W14GqWgS5t8q+vS3JttYkSV3yz7UBfntRKXmega/SJBrqpNlUF+UwqbIo89R12jX+/J3zmVpdyI66DjbtamXxvKphj9NQKHHBJEeSxzaFaWwNk4r4uGFhHpNz7awP6KgC5kwsoyjbi6IoNAbjPLKljYVlKtPLvMTCYdxen+XdnUjgctlw2O0UVE5ACAVNU+kMqgRaQviysnF7rOvgI2DyMoaPIcYI6/8B+P1+2rq6yXbb0DRBZ3c+2XYTt2bQHQyQ1PxUFPlxe7xWE0SPPlEIyPHaqe+IseTNGtKh/RVVp0PD47IPKwlQFcEtVy2isiR7yO98WHGwkay9cDttfPvTJ/DFnz1NSh+6Geqmyxa8m80DyBjyH6xN0lBpZH0hpRz0e03toUGlBH0Rjaf45Pce49W/fHpAVXLlpnqMwX5fwitr9nLxyVMHfKRp2qhcBipLsqkcpCleSskjS7dk9ieR1HnkpS3ccNF8rv3eo3R2xzGl5NQF1Xz/sydRmOvtp6VVhCDP7x7x95MpnWu//xjReAqbpvK7b53DrMn7Nyjb5yQny/W+TaVeNTc7E0c6HNoSVoORCWys72JaDzctzrLxj6vKBl1mSb2gI6mg5eex8s1aCjzdfHaRJTsQwpqeHg2tGanC6lLh7FLJW7Ux/riuGwRMLXZmnk+9v3cgkskkv7hyBt97eD2TCxzMHufkb0vW8swbOzlpfjVtXVHiyTROu8ZDL27ikZe2oPmyyZ19FIaE/6wLcvaRPr52zXEUZHuw29SMrKkyx4arx/91YaWLJZtCFHhVjj0g4vaJLSF2tKWoC7Rz1ox87v/p1dz/5CqOnVXO1OpC9rUEueFHSzCl5K9L1vL0bz550FV8HZW9KYUp1XZi8TRFBflMnXokLYEYSx9YjpSSur3tfOaYYgr9LtY0xxiXk43XYRF8UyjU7t7B+ElH4HC5iEe7qaioJGXsP3uqaemL3Z7eCrDENhYaMIYPAGOE9WMORVHIycmhs7OTqkIPQghCcYOyEi+aqiBVB6bmJqpLvKZJU30tbk8Wufn5VkNAJEQq0MwsVxfvtFodq6oi+N4NJ/HGulr++sTbQxIYj8s+KAH5KGC0DgGDYfrEItwuG6nw4MflzEUTqSx5900Lh2rIP626kJbO6LANTqa0MssPRCA0umOSSOn895WtXHLKNNZsaWDZujpcDhsel21QGqMbJtH44I03qqq+a5cBVRH0HT8oiuDZN3bS1hXNOAssXb2HT10wl7JCP2csmsgLK3bjcdm540un4RrE/u1AdEcSxJNpDFOiIdnTEOhHWME6Z6Px9n2/sL5L8HZA4LcJ8rLcjHeGB/2ebsJbHQJDwrH5kkDKar/p1QlnORVe2hnmn2uDHFXh5ubjhrdfyqxX1/sR1o0dJss6VGLxNFdUSSpzrOPeEkpjSIk0oak7zReOyWVclkaRT2PuuIHT58lkknkTy7nrfOv4N7WHuPfpjaTSOv96fiM+tx1TmphSsrWmnWTaIBUO4zMsa4CkDp9+sIHfX1zKRafP5lvPtPHig41877RCphU7+esV44gkTR54O8jre6zpcrddYc64/ZXeueNcPL89gqoIJuY5KJs8maqi/Z/Xt4YQAlIpg2A4QSKZHjAzEEjB212Caq9gWoEDh8OBy+XC7XbjcDh4YksbSTOAqgpOmlPKpdOdbNu2jbquJIZhkpPtQnc5cGTlkVIVZo7zMrHYg99tp74tSKKrEYEkFg3jdnuwuXyAxKEJQqFumptbME3r/mhrbcTldmHT1LGUqzF8IBgjrP8HYLfbcTgcJGIxnG43bqMbRXgxTZPC/FyEENQ3tbC3dS8A6VSSnLw8i1jEA4zz2/jCOVM5bWYRDa0h5h5ZSpbHQWWJnxWb6tm6t71f4pWqCJwOG7/91nlo2kdP6eR0OpFSHrJ3qKoo/PgLp/D1u5/fH9XYgzMWTeDHXzx1iCUPDofqb3r1WbN4Y/2+IVPKBFBelDWo52M4NnoS6fQ9ngAAIABJREFUv+ydGpatq2PDzmbiSR1VEaiqwDAGUlZVFSwaQuusKMqoEseGghCCmy4/mj88shrZY9Bz8+VHo+tGP59NgUA3TP7x9Dqef2s3iZSOlLB2a9MA4jkYCnI8nLygmqWr9pCb5ebkBeMH3ZYPyn9YURQ0TcsMdOLxOBuCgpQpSAmVq4/00NISRkrJ5pYkfqdCRY7VNLY7ItgeskhqlgZGz74EuuPYVcFZR/i49j8NmBJe2BHh7CN9VOeN7ARiGEY/wvp2p0RVFdxuG6/VdBPZEqI5rPOpBdns7nCTNiWXzfLjsSuZ6vGLK3bzxOvbuOTkqZx81ATAkgQkUzovr9nLuAIfbWk7OUefCFKS2P4OnzxpIn98bA2KIijJ8+Gwt2EvKu2nloqkJFf9dg2Ky43ms37rzyu6OLbKzZLNYc6f5iOpS0tjq0BK739dzy938cJX5uF22NGTMRyO/mR0wdRxTKsuZMOuFq48fQZetwNVVXE4LGLqdDp5en2Q+nCKPRE4eXY5NiGx2WwoikIsZfSZxZEcW2gSSkpMxU9ZdpBPLCykGReKIqgNxplb6mNyiQ9FWCEJRDsyXf8drc1UVk9CANF4HI/Lid/vJzs7G8MwaG9vJxAI4LKrY81WY/jAMEZY/4+gpKQEU1in2263TOOllMSiEewOB3p0v17TMAySiQSaTUMTMvNSn1iex8Ty/STGpqn8/lvnsuT17Tzw7AaaO8LYbSqnLKjmmzecycwpFezevft93c/DAZ/P964IEsDCGeU88JNLeeC5DWyv6aC0wMfVZ80cFfEZLex2+yFVHqdPLOL8xVN4ctmOAYEAAnA5bQO8RQHWbm3kkZeGN3nvi+5IkpqmYIYYG6bEMCWqIrDbVNK6Ne/ocGhcuPgIJpYP3snea832bnDVmTOZWl3Azn2dTK7IZ9bkYjq7Y9z39HoSyTQgmDGxiKqSHO7ctDyzzYmUzspN9Xzmwnkj/oYQgp/8f/bOO86N+k7/7ykada2k7b24F3ChGgOmE0oIAQKBI5WUSy+X+yWXTpJLSC53l+RyuYT0y6WRQAoQWiAQQjE2BhvbuKzX3t61WnWNZub7+2N2tZZXu143bGI9r9e+7NXMjmZGo5nn+/k+n+d57yX8y9vOx+10FHUpiMfjhEKhotfXJJGV8pKc6T/5WMyJ0Acg/9pM6+5PkicdGBRFYXBwkJXjUbbFFM6rczIwMADAvdvi/O/zUYSAr7+2htZyjbAmYCIctsolWFoGfSlYWG7x1utqKXMrKBL5e4XbUXjsj+1O8KPnxjij0c0HzyvP708ul8PjmZJbnFEueGTAIJ7IUukW3NueJGsKfrwhypeuqC7Y5raBDPuG0/zr9/9CLmfyws5+HlrWkLdju+mjd/K3Te0IAWdddSmSrACC0y44h+e2v2BLREwYjaX4yeev43vPp9kxWnidOSprMdIpO5FBkmgLa9y1eRzdhN9sHucnNzcQ8ihU+1TObCrU0QJUh/zEYjGSySS1tVPf/d2jJrc/1I9/0ZlsuOMUmioDaJqGJElYloVhGOi6TrkL+uO2Pdi+Pe001NchyzLt7e38fp9JTwpCbpW3LHGTiUdJqPbMzR+3jLCxJ0Vbq4dan5PF5R4W1wXy531kqI9sdmrwqes6ChY508Lp9iIw89eXqqpUVVXlG7NKKOF4oURYTwLIsozq0ECxKx61NTV5j0pJcZBJp/H6/MTGpxqFHJoDWVaQZBlmmXZWVYUbLl7GDRcvO2CJjqIolJeXMzo6eiwO65jB7XYfskNAMbTUhfj0bRcc+Q7NgMP1YAX42JvOpbk2xI/+8DzJdA5LCEzToq0+xO3vuXgaeRweS/KR/3jgkCJ1UxM2QdMgwdXnLsKpKeQMi8vWzGflwpoZt3OoxvIzYcXC2oIBQ3mZh7vuuImnNnficWmct6oZWZY4Y1lDftbApamccYg+ubN5DCeTSSorK6mstBOR9icAI2MJdnUOsWpxA84J/yEhRH6dSb3yZPU/l8vlfz/w30lf20l7sAM9bj0eD2qohg0j4wgspGwcJnhjz3gOwxSoisRw0qC1XKPKBbc0W1hAwAGN3kmN6tR0/B1X1fC/z4+xrs1LbaBQQvGTDWOMZywe35Pk5tVBqnwqQkAmmyUQCOTXW16hsqxcAE62D8JdgKZAhVchkbV4el+SlG5R4VX5xl9HEQh885cx9vIWZFlG2U8D+vz2LtJZA4cqUyZS2AcosTticFr5VBPZa9YsYH5jOeviMXY8U9gsKUkSqstNo8dgeUuId58dxqFKPLgjwYXzfQRcyqyWYaqqks1m89/TRYsWoSgKX/ivpxlPmySyFvdvHuLm0y0kSSIcDrNr1678359dJnHB/EZqg248Dtu9YdeuXViWhUu2G2idmMxrrGPv3izZXJKehMSTHVFQZGJjSS5oDtme0oaFNhFnm0lPl6Wk0ylMS5CIxRCmTlVVVUFDXHV19QmfTljC3zdKhPUkwWDcoLLMYdsISVLel9XldCK7XfgDZQTLK+nq2IUsKyiKfWlYc/FnmgE9PT00NzcTj8cPm1gdDzidzqJ2TCcaNE077P2UJInzVzVz31930J6MYAk7hah3OM47v/h7PnLLOQVxsb/581ayhxDPeubyBkajxd0LLEsQ8Dl5341nzXlfj1W0a9Dv4qpzCyMm33bNKizLYv3WHs5cVs/b51BdBdsO68Gnd+PSVC45a17RCmsmk0EIQSQSKRjIDYzEuflTv8GyBHWVfv7vSzegHMOp11QqxVC83y6pC4jnJv4D/MPqILohqPApBd33viIyXiFgMANeFRZWOfnSFdMHHqZld+oDhNwyYY9C2oTfdMpkrATvX1PovvDnXQn+0p7kxpVlnN7gYn1Xmqc6kjzfnSKasffRqdjVPt2CltZaHIN7qK/0o+dMPBN648+850r++d/uoTLkZV//GMJlH4ues3gq5kN2aKhMpaNdvTTALzaNET+g+C3LMk6vkxtOKUORJd63tpz3nBNGngN5m6yYAvT29mJZFu/50t1sGDTxtdrktd6dZXR0NF/JnISmadTU1OB0Otm9e2f+9WAwiK8sxIJEFwv9BtVui7GxMVpbWwkn03zqzudZtqgShyJT73MSzRjU+gvlKFU1DeQyCYaHh/PbjcfjhMNherq7kCSpYF8mrc5KhLWE44kSYT1JUBXQ2DeSpKViqpNVN+xqzPB4lvqgG4fDgccXwDINMukUqUQcIQ6fsCaTSRKJBA0NDXR0dByNw3hFcCQNV68kHA7HYVeCR6Ip3vy5uxlPZAs8WSeTur7+s6fI5kxuvHQ5AJte7puzlY0EfPjms3li0z66B19AP0DH69RUzl/dMud9lWX5mBHWYlBkmXdddwbvuu7QnBw++e1HWL+1B0mC7XuH+PAt50xbRwhBd3c3zc3NpFKp/Of3ws5+TNMinTXo7I8yEk1RHfZN+/u5wDBMvvTDJ3h57zAfvXUtZy0v3ulfKae5vC1E1rBoVaYcQMrcCh9eN7dwg63jEs+O2CTmlhaLIu5OPLwrTv9EA2I6J1Blif4kZC3bP3T7cJr5E+vGMibfeTqCYUHHY8M4ZLvRyzIhs5/2OWsK1ra6GU1ajG7fzHAkyeh4mu/dvYFr1i3mA1+7D0VRuPs/3sqezn7ueDZrD9SFQJIVlLIKQstWknp5EysXTZHsd59dzneejtAadnDz6hA/eW6MPaM6e0Zy/OrFKB88zz4vcyGrfr+/QH89Pj6OYVr8ZaN9LxSJcT7ztnNZVmNXqSflPaqq4vF4aGhoIJVKsXfv3oLtaprGG/9nI50jKZY3BPj3axvJZrPcv32I4YTBp69ehiLbkaxCgHcibmx3f5ylDXY1W8gOgsFgAWFNpVJUV9uyCyEEXV1dNDY25uUnJe1qCccbpSvwJEFHJI2JKNDJjcYzvNQd4zfPd9EzkkCSJMqCIcIVVbjcHnLGocWMFkNXVxeapr2qovwURTliDesrAVVVD5uwfu/uDcSS2RkDBDK6wbd++QyJic79Q0mNcmoKo+Np3njZKVSFvDgdU9OKbqfK+auaWT6vapYtFGL/KtWJjM27BsjoBumswYbtM/usJpNJhoaGaGlpyTccrV5Sh6rIuJ0qrfUhKoIHt9GaCU9s2sejGzro6B3js//z6IzrSRJctKCCMypllMMsnMVztm5VAPoMH1GFZ4rFejT7kVPnhiaPoMopOK81lL8vOVUJlyrjVCUqfSqvWz5BsIpsN6VbnFrrxK+YyIqEIkl43Q5+et8LjCeyRMZTfP+e9dSUFyH+EjiC5XzgvdfSVj81pb9uvo9f3NpIxoDPPDBIjV9BUyQ0VaI1PLPUwxS248LL41JeNlNfX8/g4GCBzvzxjXuprfDjUGW85DhrUWXhdkyTQCBAfX09vb297Nu3b7pOXZLYPZAgk7PY3hujrq6O2tpaOkaTLC735ivzEnYa2OI6P4vr/GiqTFo3kCQJt9MO6FBVBx6vHbyQyWSQJAlNs48zmUyya9cuYrHYKzpgLKGEmVCqsJ4kkCyJtkq7ujppJVMTdPPLF/vpTVv8bXcXFxllOBwagWDI1sEdBcIK9lRYQ0MD8Xj8iO2JjjX8fj+GYZzwzQWTnd6HQ+Qy2RwPPL2raLf+/pAmrJ9uvHT5rObu07avmzRWl+HzOPnZl27g7ke38ehzHbidKtddtJRLz5p/SFOLrxbCesMly/jZn14EAW+87JRZ1x0ZGUHTNFpaWmhvb6c67OOer99C9+A4i5orjkgOUBH0IoSdSnZgUtmBOJJBD9hNUpoMIU0wYSiQb6zLr9Pk4WMXlLNrWOeNK+3pf0WGy+tsHWzIrTI8YV3mVGX+67paXh7Msqrejcsh8dONxQM8XujNsn1Q511XrqE67MXj0li0YglDWwdxuXqRhMX5p81nQVM5r1mQ4OF9oqBxSJJgY5/BNcsN3vOVe9nWMcTbXruK11++ms4xHQHsHcvxucurMCzByrqZ06fWj0hsiUooEvgdgnMWN5HL5YhEIvl1Nu8a4PY7/0JGN6gIebj76zfjOiAr1TRNamtriUQijI8XTxJ0OZ18/pr5/PyZbq5b7mfHjh2Ew2FW+LPkLAvHftdOQ7k7/11zawq7+2JUOZI0NjQghKCqphaPL0A0MsLI0ADpdJpQKMTg4CBgN+n19vayZMmSovtSQgmvJEqE9SRBpc+BJQSKJOUN5wHqgk56EzrPj8Il82TCFVV5rVJNXRM7u/rRLRWXMY4iDo/AxuNx0uk09fX1dHZ2Hs3DOurw+XyvGjnAcCTGo8/twaEqnLm8YdrDbyb0DscnCNHsVZNM1uCl9gFuvHQ5w2OJQ9u/ieYOn1vjLVev4i1Xrzqkv98fkiSxYMGCfFPRgT+TzUWGYRT8fuDPgc1Jk/8/Wnj39Wdw+Zr5OFSF+qrAQdcfGBhg8eLFuFwuMpkMQb9rWlb94WDFwhq+9qHL2NMdmabP3R8ZE7706F5Seo7X1kHw4C5UBRjXwa3C6eVT5/Bf/zzEs51prj81wFvPmJpVWTfPx7p5xbcz6VowOZit8Kq0lQuyhoVXm3mgNFkVrgm6+eTb17GxO80djw1jWk4uuOYSbloZxvRV0DceQ/P6QIoXfN4SAnOwi0eejdLePYplCX587wu867rTOa/Vy6beNLeeFuSU2sLPZGN3mm89OcqyGicfu6ACXUhsjtoNUKaAhW3NuFzOaVP5ibSet83KZo2i39doNIrT6aS/v7/oMXs8HrxeLz6XxfzFdXTJcJawiEQihB0walq2xxY2IS/z2Hpe07IYjmeRjRTpXAJZtqU2mkNF17Okkvb3Ox6PFzTBgS0PSKfTs6bNlVDCK4ESYT1JkNQt+qIJFtb6C8T388u9vNgb45SgIBmP43aPE49FqalvRFYUysrKGRzPoCs+3MbscaOzoauri0WLFhEIBE7ohiaXy0UicWjk7Hjgu799jjvvfhZVlrAmUqmuXLuQN1218qDJYnPR301ClSeJp/MgaxZi085+XrNmwcFXnAMkSWLbtm12x/aEj6iiKKiqiqqqKIrtDalpWoHe7kBLp5n+D1Pd+Pt35M/0+/6vT5LeyZ+6urqCvzkYDMOgtrZ2Grk5UpxzahPnzOBrO4n+NIylc5gCOpMSQW3m/c2ak1PM9u9borZ2VZNt7aomg2EJnu20q7WP7EoUENbZIITId9MDPLgjzvefHUMCvnxVNU5FInvAbECFV6Yx6MDjUFhcZV+bhjV53sHvdfHNZ8eJpiMgBEKWATsdSwhBkxThpWde4K96jt1bba2p26kyv7EcWZY5bWklgQaJstD0xK6fbhxjLG3yXFearmgOn0djkom6VAlnNsbu3dFpn/+aUxp5wyXLeHHnAO+78cyi52JkZGTG86SqKk1NTQwPD9MRsxBIjOv2wMOrwvZxibrKKYIf8jrylXrLsg9DlmQc6lT3nNvlIpHOEiqvJJVMkEwmqago1C/7y4LkDHuAV9KxlnA8USKsJwlqyjRyhoWey+HUtPzNdHHYwTvm29OthpFjoK8bgMHBIcpCFYwldbB0NLN4As5cYVkW/f391NfXk0wmT1hNlMPhOOErrI8+t4cf3LOerG6wv9L2D0/s4N6/7uCSs+Zz+z9eNGPMY2N1YE6aVI/LwdmnNgLwugsWs71jaM6NVw8/035UCOvkA3KSEOq6ftQdJyYN9ff3OJ18fX/iW8zvdP/XwNY/zyR3KPa6ruu43W6amprYsmsfj+2Os6TKyZLqI6+0Hgz1HqjxyCRNmXr3zJrtgTT8sVdGAm5osghpsGvcriZmTZswaTKossS1y/08ujvJzavKZtzegZissE5iQ3ca3RSoMuwYzPKJiyv4zlMRmoIOXuzLYAqIZwVb++19/v3WcW5cGeSsJjdvOT3IUMLg+lMDvOWXvUiSxIVnNqGqMjv3jrK3N2Z/Dt6QTWQF6IbJb756Ex09EVYuqsUSsH3cvgZeGINTgoVX/QXzvPzvWJSwR6E2oKLK4HcqJLImp5aZjI0VH9jLssQH37hmzuflQDQ1NZHJZBgZGeHMCshaEnVukW9086mFUoxUdsrKrHvUtrHSzBhZw7Y5m/Ti1pyufHOtrWOVaWxqQVUkHJqGJTkmPieTEl8t4XiiRFhPErgcCm2VLvZ29aL4K6j0u2xCozoxZCeqNfXAyioB4mkH/WmbpDrNJIo4cu1pNBolHA5TW1tLT0/PEW/vWODV0HD1k3tfIJ0tLs+wBDy2YQ8tdUHe+frTi66jqgpvuHgZP39wy7QO/v0hSxIXnt4GwBVrF/LjP26if2Ru1eeX9w4ffKU5QFXVY65ftSzruNquybJMW1sbn3skQtdIClmC/7m+jir/sb09azK4JJOBrODhQYVbmotfC4MZadI3n5GshFcRDOsAEh5V4FHgpahEwCG47awwt51V6Eua0i22D2YZTRqMpU1etzyA2zHFfLqjaR7vyjHPBZUuuGllGe0jOgGnzHnzvCQshfPO8FHtEnRFuxlOmpiWQJJARqKrN8I1P72f1Ytr+cw7L8hXFd+3NswD7TkcE++1qDXM/OYQybTB2YE0bfpidnaO8MGb11AZ8hbofZcELNrjEquC04do159axuWLfLgdMoos4fV6+fzF9Wx+eVdRl4QjhdPpJBQKoWkaO3bsACCkwTUNhd+LFh8k0kNImg9LcTO/xo8AXu6NoecsJGEgTxDToaEhampqUBSZ+Pg4A/12aIQQgoxu4PT4SCdijIz0oWpOvB4vAX9JElDC8UWJsJ5EkCQJn1tjfU+M05oVPJpCx2AS5wHWVYbiBGRUM4mheMk6gijZNMqc62szo7Ozk4ULF+Lz+U64qXdVVW2D7RPcM3ZwdPbzZpiCXzywmXdce9qM1b63v241T77YSdfAeFHS6tJUvvz+S9EmOvxdmsr/fuEGLn3vT+a0j5Ma1iPFZHPZ3zNM02Trjl2MxjIYlkBTJFK5V+aYdUtgCYGQFCSpuKZ3cUAwmAGHBK1egSxByAHjOcHigGBDROKlMQkkiesbLcoPUI984v4BesZz5ExQZYhnrQKz/Z+9OMxIyqBdlbm11WJhpZOf3jxlxfW3XpmMJdGdgtetCPHjZ0bwO2XefHoQhyLzma/8knTW4LENaa5YuzBv43XZIj8XrK7lzucHkOXJarjA73Ewr1blwjefO+N5uaBacEH1zPc7n3OqIizLMrLEMSGrYKcUejwe+vr6ii7PmJA0oNwJPjkHxhi6lSJn+FFkhaAVIZlNIzN1TQ3FdLrSceqCThpCfnr3KyAM9PcRClcwNDiAkdOBONWVFSU5QAnHHSXCehJBlmU0p4snu/qI6SaqBOViDIE9PTgJVy5KSqtE5IO1JVLOOly5URzWkU2XT+ZSNzQ05BNbThT4/f4TnqwCtNaHGNtRvCljEol0jpxh5QnngXA5Hfzws6/nP3/+NA88vQtVsWMrDVPQXFPGP7/5XFYuKoyRDfpd+D0a8dTBz9HB9JNzxStRYT2eMC3Bx+8bYNewzkWLQ6QNiSXlgpZZLJSOJi6uFuxNWJy7rAmHmSna7ONU4LLaQvL2hmYrr53cMDqhDQWKKU0G4gaTYyJFkvBphcSn0e8gkjaochUniCuCFsMZmWqX4Io6Lxe0uNgcUxnPSZxZbVFXGaBncBwhmGZh9enfbmMolePMU2rzZDybzVHrPvJHX01NDaFQKN/odyygKAoej4d7H3mabFZnSWtlwSDUFPCrThndgvMqBUvK7GPUrCz9+3aydOkyspk0Lk0ll8vZDYfIZFRb5x5J6DSENCoqKvL62XQqQTo1NSj2eDylwIASTgiUCOtJhid70tQE3GzoHeeCaov7huyHx3WNFhUTlRGbqEpYsoZqpjBULwhBRg2h6IMFI/XDwcjICKFQiOrq6hm7YY8HvF7vCa9fBXjXdafzga/dT86Y+XMo8zoPWuX0uBx86rZ1fPiWNWzZPYhumDRVl9FaP3OzzHmrmvnTU7sPuo8v7OizTdqP8EH3905YB+MGHaO2hdKze2Pc/54lxONHphefxKaeNP/1t1Faww7+5eIqHEXMVp0KLC4TjA/2MH/+fHRdn1OUsrJfRfG0sG1p5XdMWVvtj09cVMnvXoqxos5JbcDB2c2FHrM3LA1yUYuH5OjQtL9N6Rb/+edBBmIGn7i4Allyk5EUdsYlDAHPRyS++8lreGxDB0taKwsaDi0hGE/ptDRMvRZL6lxXZ+CQj/zRV1ZWxvDwMDU1NSSTxVPdjhTBYJB/+9FD3PH9h0CCmy5dzvtvOntqBQGTxfjUfpy5tqE57/Hb1NSE1+tlZGSEwcFBJCzAAiFT5rabFisrKwkEAnR3d5PLFcqNQqFQqbpawgmB0lV4kmFpTRnvP7eVc1pCBDVo8Lu4sCWMpk7dwFWh49GH8OjDuIwxHLkJH0RJxpSPTjNIZ2cnoVAIt9t98JVfITidTlKp6RnbJxrOPrWFOz76+hmXy7LEm65eOWey6HVrrDm1kXWrW2YlqwAfvnl6elMx9I8meP7l4lOYhwJFUU7YBr2jgWq/yoJKe6R47ep6OocLyWo6Z/HLTVEe2hGfk+vA/vjeMxFGkiYv9Wd5vmd2r9VcLse+ffuoqqrKpx3NFbIE8/2CmfrEVje4+eIV1dywIsjaVm9BYxCA2+1Gs3SKXa6b+zJ0R3MkdIu7XrR9ScscoEr2w6vBbVf+r7toKUtaC034OyM5Bsez9A5MndPh0SRttXNrCBMCZjrlmqahKAqjo6N0dXXR2ztzUMShoKKigsrKqSpqKBTiR/c8RUY3yGQN/vjEjoL1FdkuNlxYLVgZmtxZCY/Hi+Z00dXVia7rdHV1UV5eTnNzM7U1NTR5slSoccpdZr7pzeVyMX/+fIJBm+C73W5qa2spKysrVVhLOCFQqrCeZGgMOsnmDFZXSDRUL6VuJMFY0sRhesCYspsSSGS0cpy5cVxmAlXkMGQnAgsL+YirrJOVnMbGRnbv3n1CGPXvb61zIkPTNN55w7nEoqN86QdPYB6QVrV2RROmafHD3z/PqsW1rFpUe9QeOGl9bl68mazBXY9s5fSl9Uf0fqqq/l0TVkWW+OrVNWztz/DZh7r51XrBe84JcckCP891pblr8zh7IzqqLFHmVqZVJ2fDkmonkZSJAJpCk36cgtGkSYVPmWZvlk6n2bNnD62trfj9frq7u4/4+/CXQYndcYmzywWnhop/x1VVnXGguKhKw6lKmJbgwvl2049LgXMqLJ4Ylnk5JjHfL4qS3Wq/iltTGBhJ8dj6LhyqzNpWH6csamNwcLDA1P9A6Bb8pksmZdjNTQeScZ/Ph67rCCGOqk1fOBxGlmUqKipIJpNomsaZS+sZiiRA2IloB6LcCeXO/c+toGtfO5Iko2cz+V6B7u5uKioqCIfDRe+3k1XU2tpawuEwLper4PUSSjjeKBHWkwwOGQaHevGotmelVzEYt3RMScOSFGRhk4Oc4sGSNHKKF9XQUa0shuwk6ygnJ3S8+pF3gQ8ODlJWVkZVVVU+WeV4QlGUV4UkQNM0TNPk6vMWc/YpTdz/t51s7xiiMuRl254hNmzr5enNXVhC4NJUasr9fPvjV1F1mNn0+2N318Gni8HWM/aPHPnUtizLryrCahgmt9/5F7Z2DPHhm9ew7rTWOf3dU/tS5Ca8Rv93wzg/Xh8lmZtIZAKQmTE+VTcEHRGdlrAD134ykA+cW85F831U+1Wq/XZYyCf/NMiu4SxLqp18+cqa6dvSdXbu3ElDQwNtbW3s2LHjsAeTQsCOmC0veinKjIRVluUZk9TCHpXvv6GeR3cnqPJN+YfujMuYQqIvLUgasN+iPDyazP0fOo2v/KmDh7aOgGVx+TwnnZ2dNDc3oygKw8PF72Njut3IZAnoSkqENNsCa7LXKpfLHRMi53A42LFjBx6Ph2AwyF+f2URWNzhtcR3nrWrmdeswe4FBAAAgAElEQVQWz2k7uSJa/Hg8TjweR5ZlgsEg5eXlednA/lAUBbfbXaqqlnDCoURYTzJIkoTmcmMhs3cwzngKhOwAZHTFi2uiyuo0YsjCxGFOVT5kywDF/lcgIR0F14B9+/Yxf/58YrHYEUVEHincbrcdR/sqIEcOhyOvM6sIevIpUu/5yr3s7BwlZ0wdQzpr0DUQ5Z1f+gN3/9vNM3qzzhUbts196tPnPvLGIUVRpmnqTlSkMzkeWb+HxzftI5M1+Ox3H+OJ799WsI4Qgq6xHEGPQplriqQtr3Fy33ab4KdyFnl5shC4VMH7zq3i9Mbi8pmP3z9A91iOKr/Cf19XN+UJK0ucul+caM6ElwezCOCl/uy0CFWw9ZCmgJ6ennzQx2RE6GgWPIqdbjUXSBKsDgt2jNsRrjNhZGSE+vp62tvbiy7/1YtR7t9uVwm//toaWss1TgtbjA/K1E/4kAoBT49IDGYkLqq2CGp2s1CZR+Nbb17NS9t2IEngUCRSqRQdHR20tbURCASIRqOMjY3ltdKSJFHpFCwpk0jhYM3CCr77XD+GJbi42qLVZwc+TJLsWA56khJCElQ5bWuuw4HX6803cE2Sy3fcfjd9w3GQYP3WHtZv7eHL77uEPSmVpAErQmLGgcxMsCw7GSsSieB2u6mursbj8RQQ8BJZLeFERImwnmToHstSGa5EliTCQhBPZenp6yMnewvJKRbOA8ICNCuFrBuktUqSigtvtp8jva3puk4kEjnu0gC/3z+tuiqEYNOOfh54aheJtM6pC2p47XmL8HsPLfXpaMPlck0jce3do7zUPlBAVidhWoJoPMNTL3bOueJXDN2D47y4a2BO6zodClefP3Ms6FxxLCqspmXx5KZOEmmd81Y1U+Y7cl325l0DvP+r95EzzIlAAYlwYDrBvPPZCA/vTKLI8I1rawk4FXYNZ1lZ5+K2M0Pc9WwPceypbyEEVk4nGk3w348bNJQ1M6+icBAghGDvqG6TzKiBYcH+xhC6IXisPUFdwMGpdS5eu8zPwzsTXLHEP42spg34ZadMTsBVdRa1sRihUIjx8XE2RySeGZWQgVtbLTxzfHKcVS44axayCvZMy2S1bzKedX/kTLuBSpakfJpVvQfe1DolS0oathesQGJX2sXVDYH8tHpfXx+aWnis2WyWnTt35qfIq6qqSKfTeDye/PLly5xkMhle7IlONDZJ/HlQRhqEN63wUx6PYwpbOqBPLAd4Ta1Nag8V1dXVRKPRgtcGRhN2WUCAYVo8+1I3f3q+l4HyFgDcCnlngMNBOp1mcHCQlpaWw95GCSW8UigR1pMMboetXcvHR+ZSaKb9MxMEEjnFg2pmmBSLiSOmqlMYGBggEAgcV2mA2+0uqPCmMjk++G/3s6tzhEzWQABPvdjFd3/7HF/94OWsmUiAOh7QNG2ah+0zW7oxzZkfXKlMjr9s3HtYhNW0LP71B0/w0LPtGEUI8Uy45MwZwuMPAbIsH3WXgI9/62Ge29qDAL796/X86is3EvTPjbRaliASSxMKuPIG9QD3PLadjG6TrXDAxRsuWcZri0zfPr3PTnFyIrG1P8MvXxgnkbUIuRX+54Za/ut3o7jrpnSq2dFhXFU1pFH54bMjfPnqQg2jJEm8d22Ye16KcdUS/zQngB+uj/Dn3QlA4t+vqeHsZg/La1yc1TydTMcMMCYajbZFJURnhKVN1aRy8FxERgAmgl93yqwM2U0+R6MQN5qFv3VEqHO66Iwl6E9LnBIU+en3t5wRpNqnFjSoHQiPAg0eiBgKa+dVEgy62bdv36xNlJZlMTQ0xNDQEH6/H7/fz8DAAIZhEA6H6e7uRtd1fALKnA5iWTsOVQC7xnIEc3ai1QESckayEq2+QyORTqcTp9NJR0dHwetvvnol//enzQWOIB7VrqqaAkKzxOnOFZlMpqRTLeFVgRJhPclQ7nOQzZn0du0lm52bXjOr+skpfnJyFpcRw2HEUc0kW8cdPDdicVrIYmX4yG6cnZ2dzJs3j/Hx8eOiI9U0LT/1CXD7nY/x8t7hAlP9SULy/775EL++40bqKgOv+H6CLQk4UD4hhEAcRKJhmodH/H70h008sn7PrKlYB+LaC5fg1I789nK0K6yj4yme3tw1RQAE/HXTPq6ZgzYwZ5i84wu/Z1fXKI3VAX5y+/V4XLZ48uxTGnl0QweyBBee0co7ZkgZu/7UAD9cP4bfJbO02sVYKoIpYDBh8L6v3k92zMBd14gkSVimiR6N4KqqQVgmqxrs7nbTEliCPDm9bJGfyxb5i75f1rTXlSXYOpDhJxvsCt4tq8u47pTCbvkqJ6wKCp4fk+hISnQkDe7r7AX215dKZCzB+lGJRq/IW+EdLoSAe7pl6BlhVYXC80M2MY4bcOGEcb9Llbn2lNm/a5IEV9dbLF06nx07drBr5NCu9ckp+EkMDU1ZbMkS3NiQI2I6GJUC7B2NM0+OksvZxPHaBos9cYmBDHhUOLVIOtbBMKlLPxDvfcNZXH/xMh55pp0Hnt7NOSuauHh1E4awMIRdYS0GQ9LIqGWAiduIzZpUKIQgm83mm6xKKOFERYmwnmRQZAmnSj472kIm4wihWhk0s7iXoGplMRQvDitNSqsAJISk0FTlIVhm8OS+YZYFBY4jGKRns1kikQhNTU3HRRqwf8PV8FiSv73YNSNBMyyLXz30Eh+9de0ruYsA+fz6AwnraUvqcKgKpln8weRxOVi7svmQ388wTH7xwJY8WZ8rrjl/bs0hB4MkSUe1wnogiZYk8LqLdOwUwdY9Q+zrj2KYFoORJBu297JudQsAV6xdQFNtGfFkljOXNcy4jWuWBbhisR9Vto/tDSvKeGhngmoR5YmXexECEp3teOtb0GNjZIb60MdG+PS7L+G1K4P0RHN87N5+dEPwqUurOK3BzbaBDFv7M6yb76XGX3gs7zo7TF1ApSGokclZ9tTyhFPAgZAkWBYUbBw7WNlUQiDwHKWinE9TiOsWTqHjViQyFgTn9pEUoLq62h64HYN7hypDlZxj7YIwQ0MG4+NTTU2VLqicIfRgrgiHwzOGllSHfdx61UpuvWpl/jWHBDOdIguZtDZl8ZXS3GhGFOcM93eARCKB0+ksaVdLOKFRmgc4STE5mjYUF6bsIquWzVifU60svmw/mplENdNImEjCQMKuPozn4InBI7/RDQzY+siqqqoj3tahYLJLedLCZ8vugVlN9w3D4ukt3a/U7hVgpqjSZfOqaakNohbpwJAAl1PlojPaDvn9BiJJzEMkjOVlbhY2VxzyexXD0SasPrfGR245B4cqozkUVi2u44LT5yaTaKwOIIRAVWQsS9BaFyxYvqytirNPaUQuFve0HxyKlCcGVy31c/vlVZTrkbzIJrWvnaGn/kz0pedBCFRhcN4S+3yu70qRyQlyFty3LcZwwuCzDw7x8xfG+cR90+U0Hk3mxpVBzmrysLrZyzXL/Fy60MfNq4p7keoWnB6yUCBP/qYI4NQdQgj4bXshwcqa8Kc+iUcHJGZRpxRAkuBj59bzrhUBTgkK3thicUOjRbNX8PigRN9B+jCH0vDkoMSg4cTlD7J37150wyJli0oxLHu/OiM6n3twkJ9tHDsiQmuaZtHO+mKIJbM8tbmLbXsGZ33PyspK3G43XV1dh71f+8MWLRS+n64Ur8BPIplM/l0HdJTw94FShfUkhCzLOJ32XJ5qZshOXAWG5MYhZn9CuI0xMOzboQTkVD+nVvnYOpTgXEPgOsIr6nhIA3w+Xz62EObWIXswUnKsoGnajA+Wb3zsSt7z5XsZjCRIZeymLI/Lgdvp4LuffO2MMa2zweN0YByilMDlPIzy2AyQJOmoN1294dLlvOacBWR0g4rg3GMnK4Jefvz563h6cxenL62nqSZ48D+aBf2xHB/6fT+mBevaFrGqP0oyrfO5d13I75/YzV0Pv4iYaLb54R828U+3ruX0Bje/fnGcnCm4bJGPjDGhRRe2u0AxmJbdTJU04LS2MKfP0AQ1psNvOu0peV82QZfuoMw3VXUTggLNanehjJo9CYmepAQSLAoIGuZgGSvLMgGvm8jwIGlAkyHshN91ywxkYG9C4m3zih9XJAt399gDy60xg3s6dnNOIMNX/zxIKmfxkXWV7BE+DAF79sTY3pth22CWZTVOVs9l54pA13X8fv9B08C6B8d56+fuseUblsUlZ83jM++4YNq1JssylZWV7N2796gRRgmBZOkIeUqv4TQLvWIFEobsQrUySAjS6XSpulrCCY8SYT0JIUlSvhtWwsIyc1iyyoO9JlfWzuz3WLANwJQ1HLLE8io/L48keWpE4uKaI5sam5QGNDY20t7e/opIA3w+XwE5Xr24btbYU82hcMmZh16tPBpwOBwzErjyMg+/+sqNrN/aw182dmCYgjWnNnDhaa2o6qGTVYBwmZv5jeW8vHfuvrv9I3HGE5mj0n1/tCusk/B7nQVuD5lsjp2do1SX+6bl0e+PeQ1h5jWEj8o+7BrWsQTopuClQYPvf/Ka/LIvf3ABFeEAP/jtUwBUBu3va3NY42e3NGBadvUU4G1nBHm2K82NK4pXTTPWhKcoEj0pZiSsyRxMXlk+n5NA1oG0X4PmFHG1fw9ZaWDKtaDeLXAqEpoMY7pELAdLArM3ZjU2NpJKpaZJXBo8goGMRJ175u//eN4oY7IRFH6+OY5uCEwLnurKUF7vQwAVAReKlCCTNfn4f9zHNWc2MTSW4J2vP/2QBh59fX0sXLiQcDg8a/DAN3/xDPGUnj9Xjzy7h5suO4VFB8w8BAIBDMM4qKWfaQlkae52U0Ke+ly8LpWW8gZGBvtJJW2dblYtI6f6cBhxXMY4kiRjWlap+aqEExolwnqSwuv12jc/IRiMDPP4kISYyKWewcM7DwGYkopsZpBkF5YARZJwHKUB+qRrQGVlZUHzw7GC0+nMd90PRhK81D5IddhLz1CsaDSjQ5W5/uJlx3y/ikHTtFl9SWVZYs2pjUfVxeATbz2Pd3/5j2Syc9OxOlSZsVj6qBHWY+2NO57IcOunf0s8mcWwLL7w7ou4qIjDwQs7+/ncdx9DkuAL/3gRKxbWzrpdIQRf+fFfeeiZdtad1sLn33VRQWX+tAY3NX6V/pjBLavLpv3tZ99zJR6HhUOVC5rCnAfIVa5eFuDqZTM3JXlV2we1Owlrq2Ym/x7V1ohZQKVXxeMw6UwrmNhkF+DiOhhICqqdFosWFu5zmQZvabPoScEDffY+uhRB2wz83+Vy4fV62b1797RlZ5QLVoRE0XvKpP1VuRMmyaphWAyNJvFJJrVlKqNJk2UVKo93RHA6FRZ7c+Q6dzE2EsFKjPOLB6OYpsWOfSP85qtvnPGcHAjLsujt7aWhoYGxsZnlBWPxdMEyRZGIJaanhjmdzoP6DD+0J83GiEIinuZTa334nAcffLpzoxiSBpqflkoPmqrg9fnyhFW1MhiWXWFVHQ6a5y3EsKwZdbEllHAioERYT1IIISgrKyMajTLfL9AtCDgE+3mZkzEs7nh0mLG0yccvqqQuYN/OMo4whmzb4sgih56MENZMamephhwqurq6aGtrIxaLHXNpgMPhoH8owvX/9HPbpHsGeFwONIfCt/75KsrLDm9K8UjhcrlmbM44VljaVsUPPnMt3/rlMzz/cp/tDzrLRy0hzVqlPBQcqwrr/njgqd1EYul8k903f/VsUcL68W89xFgsM/H/h3nw22+Zdbvt3REeeGo3Gd3g8Y17eemiQVYsnEqX8jllvn3d9KhNsL+fmkPlxkuXH+5hFWB1WLD6IE4eIQ1WBAWjup1K5VMlwOKlMdg0pnBuW5h5DLPQC8xia+dWphSU3lmeMFVVVUSj0RkJm1ak2BcOh6mtrWX37t0E0PnQOfX8+sU+RtMSZ1VLXNJSgWui+/PxPUm6B6LkTIG/0Y3WNJ9wnUVs6ybM5DiGyWHN4MTjcSzLIhgMMjY2VnSd112whF2do2R0A1mWcGoqS9sqp62XSqUoK7OJfyKVxRIQ2K/yP5Qw2BxzEA46CZa52DKQ4Jw5xPOqVhaVLE7NhaYqZHMGI0OD+y3P4NMnPJVVzT4PkoRpWihHGC5SQgnHCiXCepJCURQqKiqIRqPIEiwvYsWyqSfD1oEsuiG4d1uMd68ptxfst6okLPYmFRKWzJ8HDdaPwi0tFkcq8cxkMoyNjb0i0gBVVXnH7b+dkaw6VJnL18znvFUtnL+q+bCn148GHA5Hgf3WK4VFzRX89ydeS84wMQyL3d2jvOOLv59WgXZqCtdfvPSo6FgnpycP9tmbllXgiXqocGq2N/EkZtL66vtpROdi8RX0u/JfFUsIyoPHZ5AzV0gSnF05/VxvHZdJmbB1IMG86Wmu01DuhJubLQQQmOUycLvd9Pb2YgnoTEKFE/wHuWyqqqrQdZ22tjZGxmLsGU0zkLI/l0DAQ8ISqJbd1X9eq4e9ozqRlIkqCwwUJFXh1HXnMJ7I4ExF+PS1Cw5+QEXQ19dHY6M9i1GMtF5z/mJkCe57chcVQQ/vv/EsvEWS37xeOyTiJ3/cxJ33bkF2OPjMm87i8jXzAfjvv40SV914PRrZrMEpzYc2a5EZH6ZPmGTT8bwzzIEIBsvzMxmWJCEJO6xBlaHEXUs4kVC6HE9iaJo2q/feggoNVbadAB7ZleBzDw5iWAKXEcGtD+IwYihWmoXV5Vw5vxJVlogbMH6UCoD9/f12TGLl9MrE0YKm2Q+RHftmlh44VIU1pzRx0Rltx5WsQnEP1v3RMxRj255BhiKJGdc5ovdXFdwuB6cuqOEX//oGqst9aA4lX32++rxFvP+ms4/Ke83WYAYwMBLn5k/exZq33smF7/oRj23omHHd2XDl2oUsaqlAVWS8bgeffeeFBctHoinu/esO3nzVCjSHgtOh8Knb1hGNZ2ZtSKsMefnvj1/FGy8/hW/805U0VB0f394jRaPXJrFLq72Ew3PT7/ods5NVTdNQFIVkMsnzEYlHBmR+2zX9ceT1emlqakLTNCorK7Esi/b2dvoHBrnpey9y2w+fJzIUo94N0Zzt6XpPt70dRZZ425khPrqunAVBCU0BTZHoGjeJmg4inmqcvsObCYjH43R2dlJbW0sgEMDhmH6wF58xjzWnNOL3OGnvsfWuk7Z0puzlQ//+MOe/7du86f99nzsfeJnQGecRXLmG7z81dS/yOWX2do/x1MYuVnvS+J2H9siWgFQsgjmL7CA2HiERH0eWZQwhkUimENj2fSWUcCKhVGE9yVFRUUFPT0/RZZU+lZ/d0si7f9PDcNJi22CW3cNZllS7EJJGTg1g95tKSMLCmqiEjekQOkrppcdKGjAwmuA7d61HUR189WMhgj43o+PFU3EM02LV4tn1iq8EJh92k/Zb++PZl7r5z58/Te9wDIeioBsmi1sq+NibzmVJ67Eh/PMby7n3P/+B9u4I0XiGBU3lc06MmgtmsvACu+r6/q/dR/eArTNOpHU++93HaKoJMr/x0JqinJrK9z/9OmLJLF6Xo2BQEo1nuPlf7iKbMxACbn/3hZy/upUPf/1PfPo7j1Lmc/GTz7+emoritkErFtYeVOs6E45V17ZlCZ58YR+qInPOiqaDvs+5lYI1FSYBX5qammaEEDNOhc8Vfr+fbDaLEIKUYdtgORWJ1tZWunv72DmaZUVLDU3VYRKJBPPn2xXHzs5OhBD0D43SE0ljCXhuxyhvWqrx+JgLU0hEdFHgaPAv336EJzd1UlYe5I4PvYYvPhYhkxOYpsAhHf7MTTKZpL+/n/r6eiRJIhqN0tfXB9j+xbd98fd09kfRcyb3PbmTD958Nh9562twu720XvZJxmL2wHNvzwie+mb7PqooSGVTjVnvW1tOc8hB2KOybt6xqdA7XW4iIyN4ffaAqrenG7fbTWPDzH7CJZRwPFCqsJ7EkGWZQCAwa2eoQ5FY2+rFoYDbIdE44eitCB1JmKhmCl+2H292IH8xRfWj96DdXxpwNPG+O+7loWfb+dOT27n0Hd/gO5+5CccB1VOXpuLUVD71zktobawuWkV5JTFTGs7Dz7bzsW88REfvGFndJJHW0XMmW3YP8q4v/YHNu/qP2T5JksSCpnLOWFZ/VMkq2LKVmRqu4imd3qF4fpBkQ/DCzr7Dei9JkijzuaZV0Ld1DJEzLdJZg4xu8MDT7WzZPcC2jiEM02IsnuauR7Ye1nseL/zXr5/l0//zKP/y7Uf48b0vzOlvFMkmaJ2dndTU1NDc3DxjtXUkCy+MSWRmUU0oioKqqixdupRxnIBkay2zWV5M+XhsSOEHm8dob2+nq6uLjo4OBgYGSCZt83uPJvPGlTbBsoAvPzrMJbUWjR6Ly2qsPFkVQvDYhg50wyQ5HiMxNkb25eeJ72snumUjT286vKr8JMbGxkilUuRyubwWFWBL+yC9Q7G8dCSjG/z4jy/i9/u59B3/kSerk8iMDGIZOYRlceXCqdH+pI/uJQt9x2QA4wuUUV3bQFVNLXt376Bzzy5MI0ciHiMaHSt5s5ZwQqFUYT3JIYQgGAwSiUTIGhafe3CIfWM6HzqvnDUttr7q7WeGuGqJn6BHwTXRoSwLY0q0j/1AE0jIQOLQQpEOiv7+fhYtWkRVVdVRcQ0QQtAzFMOa6BwaGI7RWK7ym6/exNNbuhAClrRVoxsS56yaT31NGIfDgSzLyLJMLpcjm82STqfJZrNks1l0XT/mN/diU+TpTI4vfv9xsjMkUWV0g09951Hu/c9/eNX5LM5m4eV2Tr91yROkE+wK1xd/8AR/Xr8Hp6bwibeex2VrDl2vOK8hnD/nLk3l9CV1BP3u/LXjUGUqQl6SaZ31W3sOq8JbDMdSs71xe2/e8WHj9l7efs3qWdf/49YYf9we59KFXm5aCXv27KGyspLq6mpUVc1/Jw0Lto5LbIxI5CzYMiZxfaOFr8g4T9M0HA4HmUyGM6tUHs2arAya9PX1kY0rCAEqFrpuT2VnMplpMyyvP6WM322NY1kQdCvUuaGuvvC8SZLExWfO46/P78PrdrB8XjUeKcdAVztOh4qryHV0KCgvL8fj8dDe3k5raystLS10d3cD0rRCgAD+tn4zW3ZNH1SF3TLNsV2ctbSBt5y/ctryY4V0KkkqmSAWHcOyTCzL/r6pqlp0JqeEEo4nlM9//vOzLZ91YQmvfkyGCIyOjvJCT5o/bIuRMaAzmuOqJfY0pyRJ+JwKapFOKgFYkgMZiyaPIKjBqpA46mL9ZDJJfX09QyMRvvfb9fzq4ZfoH4mzfF71IZv4S5JEZ3+UvuEYTk3l3FVtXL5mHgGvk2VtVSybV0V12EtdhQczZ1d4R0dHGRkZIRKJkMvlkGUZt9tNIBAgHA5TVVVFeXk5gUAAt9udJ7jAUSOyPp8Pp9NZMB37wNO7eWZL16xaSiEEKxbWUDvDtPWJikAggKIoRZvMFFnG7VR5cecAlmXh1FRa6oJ8+JY1KLLMnfds5A9PvIyeM9FzJk9t7ub81S2Ey9yHtA8+j8aaUxtxairXrFvMdRctpbzMQ2XIw2AkwTmnNrFudQvv/9r9PPj0bn7/l5dZPr+K+iPUq05aPs3m9TkbLEswnsigOVQkSSKjGzzybDupTI6l86r4y8YOHIrMx9963qz7ms5ZfPqBQeJZi+2DWS5b5EOTBfF4nFgsRn19PbIsk0wmeSkqsX5kKuUqJ0CVKBog4PP5kGWZzs5OPFaGU8ssKp32H9a6BM1ewcqgNasntKpInNvqYV65xi2rgzhmWPniM9q4Yu0C3nbNarxujXNWNJHRDS47ez6vW7f4sAdyLpeLxsZGuru78zNBoVCImpoaFrQ28OsHNhJPZrAsgcup8rbXrmRpawX/96fNmPvZbEjAxWe28W8fupyVi2pf0YGlsCzSqQQOh0owGKSqqora2loqKipwuyecYErerCW8srh9pgWlCmsJKIqCx+PhD9sGmWx+Xlk3NxFqRrENqBUrSxUjVB1hpvaM75PJMDoa4b1fuZctu3rRcybPvtTNtj1DfO1Dlx/y9r7wjxfzzJYu6hsamFfjxDTmVhY2TZPx8fGiJMrtduPz+XC5XIRCIVRVRZZlJEnKV2UzmcxhV2WLebDu6hwhfRB/VNMS7O0dY/Xi4hZKJyoURcGY5XP5hytWsLCpgi27BygPerhy7cK8rGPj9j6y+lR1VpEkduwbPqzq5+KWSha3FOqAO/uj7OuLsqtrlPv/tpOcYeUdE57YuJczlx2Z/k8IMSfiYk0kKe0vZchkc7z99t+xty/K/MYwP/jMtfy/bz7ECzv7EQL+/SOv4bHvvR1Zkg6afqYpEn6XTDoncMhSPqwA7NSnPXv20NbWRigUoueFnYCEV4WgKhjLSbT5it8PysrK6OrqKmppJUlQOUd1SW3AQe1s3V3YA9S6yilSXlcZ4JNvXze3N5gBVVVVVFRUMDQ0lPdwtiyLjo4OPB4PmqZx56eu5qf3vUj/SJzzVzXnK/yfe+eF/OuPniCTNVBVmdOX1vPRW9ce0f7MFZONtm63G4/Hg8vlQpIkDMMgl8uRTCYZGBjIN3aGw2Gqq6tRDmbOXUIJrwBKhLUEJEmmur6JW893sPlXW3AqcGbTwQX+puRg1HTgUyCmS3iPcWHgbxu28XLHQF4XltVNnnyhk/FEhnTW4JktXezpGeWl3UM0VAf41G0X4HEVf5jJssS60+excOFCtm/fflT2L51OF+3gV1UVr9eLx+PB4/FQVlaGoigoioJlWei6niezuq7nfw4ksy6Xa9r23U4HE/kPM0KW7MaiVxvmMi15xrJ6zlhWP+31eY1htu8dJmfY14olBI3VxZOgDhVdA1F+8eCWfBqaPlEtc2oKEhJrVzUflfc5GPb1R7nt9t+RzOh89p0XcuXahQA8t62X3uE4hmnRNTDOph397Nw3YhMkRWZ31yhnLZ8boVZkiW9eW2T1gIMAACAASURBVMuLvRmW17rykqBJ6LrOjh07WLx4MQsrPFQ6U7YdkgQH5tkfCE3T8ppUAEvY1cYTXbkyb948VFVl3759pFLTGzVTqRSpVAqfx8n7bjxr2vLL1sznsgnbqgOxeVc/X//ZU7TWh/j0bRccVpwy2CTd6XSSUsowUVlQ7cLjciKEwDRNstlsvmlsf6lFWbCc+uZ59Pd2kYzHiMVi1NTMwcushBJeAbz6nmIlHHWkcyaKonL5inr2jaRo7x5iec3BSxwprQI/Mp3RNL1jURqOcQFPCJHXDk5Ckuxq1we/dj/ZnIExMR+5fe8w2/YM8/v/uGXG7blcrmOeogRgGMasVdnJSoff789LCQ4ks9lsFqfTSTabRdM0dF0nZ5i4nSqyJGHOwlhNUxzV5KtXCrIsH/bn84GbzmJ7xxAdvWNYluDWK1cUmPYfCcbimWnRvW6nygfeeDbL2qpY2lZ1xO8xFw3rHx5/mXgyiwC+d/eGPGFtqinLf08sS9BQHeCDN5/NHT9+kupyH1esPTQtb9ijctGC4vZPUd2OSG1KpwkEAkUJ3IH4/+ydd3gc5b39P+/MbNeqd8mSLPeGbcBgY0wxLfROCKGlQBJuQpIbbsIlyQ0hJLkhIQkJSQgQciGF3jvBGBzABtu44W5LsnpdrbR9d2be3x+jXUlWlw0kv2fP8+wjaTU7bWdnz/t9z/ec0tJShBCDKsiNYXixSSHbDpdUjC4FmCyeW7OLO/7vn5QXZXHv984fZNA/XiiKgtPpZNeuXR/JveOW371Ouy9EbXM3R80u5YwVc3i2UUGXcH7ZUD1wkpg6HI5U5dThcKTSwDYcsAYE7b5e4sHuUWcsAESfvEqkEsSsyqvDcZhsX9JI4xCQJqxpoCqC/W1BYgmD5TMLWVltRzVCY74uEI2T4XTSGoxySvH4prYN0+S+pzbw5sZaygozufnaEyjI8YzrtdXluZQXZaasYhx2laNml/LUGzsIxxJDqoxNHb3EdR27NvxlPp5YxI8aI1VloV/H6HQ6U5o/r9dLTk4ONQ2dnPOFXxOKxAbp4Q6Gw6ayckn1J5bMdSg4FMKa4Xbw0G0X0+kP43JoZLgP3xduTyCKIsQgh4I/3HIe8w4TUV3fECEqE1xdUDTqsotmlfD469tRBBw1p3+0WFWaw13/dRbvbqlnxeJKphRlMaUoi7OPn3XI+zcQCRMer1eQEvZG2rh4/uj2aR6PhylTpqDrOjU1NYMqew0hgcSyxIsZVkzs4cbvH3uPWMKgqb2XNzfWct4Js8d+0UEoLy8nHA5/ZAPd7Awnnd1hCstL0LJzaI1YAwIQtBsOphS6cTgcKWKadNL4sCVAtDdBtQzT1dVFKBTCNE1cigNTaISioVGyyfrh93XS4/chB8zu+P1+CgoK0lrWND5xiDFG8h9dq2oa/1KQUtLij6Kb0N1Sj8rYRG5zt9VkIbEulGkeyemlo18y9z29gYde2Ew0rqMqgpJ8L0/+/DPjbpwKRuLc88R6WroiLJpVwqdPnc0P732D19btH3Z5IeDma0/gopVzh/yvvLwcKSVNTU3j2vYnCU3TUvIF05Rc8K2/09oVGFUK4HHZOWpeBY/d+UU01dKpJbWzw3Vd/6thxowZtLe3fyLJXqMhGI5xwbf+Tk9fNvzU0hwe+9mnJ7Wu9+vDbG6KcuYcL1OybbxdG+LXa7oAOHdxKdccMTpz21HTjq83wrIjphxS2tdkkDDhwRqFhAQQlGRoXFAysoSjsrIS0zT7uugHI6zDu52CIicsGCZ1byS09iZ4clsvR5Q4WVE9+sD35t++xrtbLBeQP/3PBcyszB91+YNRVVWF0+mkpqZmUDzy+h1N+HsjrFxSPe5Y09qmbn776DpKC7zcePky7DYVIQTdgRgPv12HqJ6FpiqcMyuHPV1x4qbJtUcW41RJfX5DoZA1rR+BF5qs7Z5eYlI5vvH/uOFwOJg2bVqasKbxcWFEMpCusKYBWFNL2RlOFCHY05pJntGFbYz708JsyTa/IKhb19f+EIw1xlnzQR3RPgsmw5S0+0L4A9Fxd29nuOzcdNVy7HY706dPp66ujivOXMiaDw6k1jsQUsKv/v4uZ550JJXFmfh8PnRdRwiBx+Ohra1tmK3868Htdqem89bvaKInGB2RrKqKYPmiCj575mKOP7KaQK8fTdOw2+0pDW2yIcw0zdTDMAwSiUSK2CYfY00jflQQQozalNbY1sPWfW1kZThZuqD8YyNsGW4HL951FS+8vRvDkBTmuLn9/jc5ben0cWtDAVp6E/zsjU7ihuTt2jAPXVFOe0DHMCW6CfVdYWB0t4GZFXk8+MJmVr2/n6vPXszUspxDPLrxw6bAZZUm6zsFe4KCqbluwCKsSduqUChE1IB9AYE9M0h5/vA6YrcGpxaPfu9ImFaSVVCH88pMCpzws9Wd7O+M88beEDPy7RSP0oB1+w2nsmFHE6UFXiqKsyd0rLNmzSIej7N3795B1dWbfvUKb31QB0BulouXf3PVsMROCIHNZks9vnPzY9Q1+7DbNBbMnso3rzktdb1nTqnmTxtaiCZMfvjMbj67IINTKx001u4bdt800X/XtX0EUopYLIZpmmnCmsYnjjRhTSOFcDRBoz/Gvu4E3UIwJ2v0LxAh4Ng8yVvtoPc1TNT1JFi1eiurN9SS7XXymU8dwfKFFanXVJZks6/Bl7JhUlWB1zM0Y3ssxONxOjo6mDJlCtFolD/feiGr3q+hpTPAS2/vGUSbbZrKh3ubmDe9lLy8PBobG3G73Ugp8fv9E972JwGXy5Wq6uxv6Eo1Ew0HCfz4P07DaddSDSDDQQiBpmlomjboy9ThcODxeFKNYckvUktDbJFbXddTBHegzvZwkttkvvlweGdLPTf/5jUURVi+uVML+N3N56B9TOHnDrvGxSvn0dzRy2XfeZRYwuCVd/fyxB2Xj5h6dTAGOpElNchnzPayrTVKbwzOqHZw069fYXddJ2cdP5OvXHLMoNc3tvfy0wfeYtPuFnTD5O3N9bx69zUTtnk7FGTa4JQSyQmmwRHziqmvjxMKhZg6dWrKIeNP7zeytTPEnlCAW06ZfOqar08va0ioCwkKnJIMu4KmWvceuzb6cWuqwtIFI2u54wmDF9/ejcth4/Sl01Pnsby8HMMwqK2tBWD99iZu+vUrCAGhSP9MlK8nwge72zl12WxcLhdOpxObzYamaanPUOohrcG0lJJufw/79u1Lfb6jcRNnOMqW+iiNbUFe03SOrxxZHlLghIunWOscr7vCRNHT00NOTk6atKbxiSJNWNNIIdut8mFTnAVFXqyYmrF1rDMzJfkOyWP1ChJ4rkHhsec3pYzst+xt5boLj+bqsy0z7JuuWs7+Rh91zX5smsIdXz9jSMLUeNHR0UFWVhYlJSWYpsn0KXlIKalr7mZ7TUdqOd0wyXFDTU0Nubm5lJeXoygKNTWHlnLzccJut6c65rO8TjRVHdL4k4SqWKlBY0FKSSKRIJFIjKijhcHEduBjILnVNG0IuR1IcA3DwDCMVBNH8hGPx0ckuaMR1u//YdWgivrO2nZeXbv3sOs0x4K/N4oxgHn2hmLjJqzl2Ta+dnwuGxoiXLDAqqR67Ao/OL2IF9/Zx9e+/0xKJ/u3l7Zw5vKZVJVYlcFwNME1//MkvaH+KXh/IEpCNz4RRwibYmkdq6qqMAwDVVXZsWMHiqKQpdqREirzPCPGQANs6BLUhQQnFprDEq8CB0zPkPQmBHMyrfNy8ykFvF0TYnq+g9xDFL7+6L7VrN5Yi0DQ0NbDd790Frm5VnBEU1NTqmp81yPrCEeHl0wtnj8Tp9vLc29uIxSJsWR2ETle+yAJAcCPb1jJL//6DqUFmVxwwozU/wNRgxueaiYUM1EVgcsmOHN2Bi/vDlLTFccm4Ool2UPcGgC8BxWXJRBXvYDAa0vg8WTg93VOKpSit7eX7OyJVaXTSONwI01Y00ih3h+loTdKmdeJEY+TNc4+lRw7FDklrRGBUBQSA77AozGd3z26jodf2UpOpovvfeFE/v7jSwmG47hdtkOexq2rq2PGjBn09PQQDAYRQnD3zefyjV+8xIf72hBCcMd/XsSsqnwMw8Dn8+H3+/F4PKOStH812O32VKX0xKOm8tM/rxl2OVURg6pDhwMDie1YSJLbZHV24O/JCq7L5UoR3qTf6ECCm/xdCEFZWVmqmpskvrFYnGB4sFYyFtdp6woetmMeL97dWp+q5udkuphRkTfq8oYp+cGr7WxvjXLd0lzOmuPlpOlDO/DvfmTtoKYuIQRZA7raO7pDKXu3gbjr4bV8+5oVkzuYSUIXdkzFTnOL5d+ZmZmZahaMRCLMdUWYVg0O1U8wODxZihuw3icAwXqf4KxhtPCKgJXFScW8BY9d4YzZhx6IoSgKe+p9Ke/eps4ohYVWE52UksrKytT1ObOqmNomH1JaM0TJ1DC308b+2hpOv+55dMPElBJpSn78H6dy4lFTB21vVmU+f/zu+YClZ63rjPBhFzy3ehuOKdMRqoZuSr58XC7P741SWpGPzIG3NjVS6NWoKs1ie4/gxCKTYEKwpkNgV+DqqSb9H32FuC0LpKSw2Kr4JuIxgoHeCZ+fUCj0b5eUl8b/f0gT1jRSyHdpbG/rYVtrD5dUjN/QXgg4t0xy+1PbWLtuJ+ZBqUumhE5/mE5/mBv+93meufOzhy13Xtd12tvbKS8vT+nLMlx27v/+BUSiCZxOO/PmzhnktWqaJoFA4LBs/+OCqqqpKkyGy853rlnBHQ++PajKaNMUsjKcfPXTSz+p3Rw3uc3LyyM7O5v9+/cjhEhZeR1MdBVFoTcU42cPrGLPgQ5mVxdz6w1nM72ikH31HalqkdNh51MnHc3cuXNShDf5v4F/D3wcXAlOLj/c88P9NE2T9u5wilg67Nqw9j8D96XVH2dHq9Xc+NS2Xs6dn50iAroJdb44U/MclBZ46fRbMxwzpuTy/etOIiezX+ddXpTJ7Kp8tu1rG+QS8fbmer59zaTeuklBAhF7/zS/3+/H7/cza9YstD53Dl8MtvcIZmfKEaesbQpMcUNzRDLbOzypNaVk3YEITk1wZPnYmnen04nb7U7ptZPXU1KqkHwu+f8fff18Pvfdh7BrKv9x+fE0NTWl/JEHaqm/dcUSCrNsPLV6B929gxsXf/LAGgLh2CB9+W33vcmriyqHlau8t62Bm373BpmLlqNoGo4pM9CjYWzuDKQQ3LfOx/zqXMtmSkgyvQ78Di9ruyxyv6VbpJLETDm4g0BgYk90A4Kujh4yvJmEQ5Mf1AUCATIzM9PENY1PDGnCmkYKLf44F8wuwh1vR5ngrJGmQEbET0/H6FGSAsH+Rt8gG55DRVdXF1lZWZSWlg7qQHY5bXg87o/Fa/WjhqIog6YVzz1hNmWFmdz/zEa272/Hadc4+/iZXHX2okHE5l8Vmqal3pekmflw71M4muDTNz9Kpz+Mbphs3tXIqrU7+cU3PsU373yJnmAM3TC58qwjKM8R7NmzZwgpGen30f4/2gNI/X77Ny9hZ90f8Qci/OEHVzJt2rTUvg/3xT7VMJm7tpet9T184eTpzJo1NXUOzrnzHeo6Q0wt8PDkb27gxp88ymvv7KC+rYdV79cwZ2q/bZaqKNzz3fP4YGczN9/9D3qDMRRFcPkZC8Y891JKdtV1kpPpojhveH/Vg7GrV/ChX7Ci0KRoAOkUgGrGMBQHitl/fSbTkwD+0argi1u600srTNqiUOay7hn9y8M5ZUMHyXa7nZagSZ7Xxas7/DzwjuWg8L+XzuH0+UWp9yy5zeTPZNU+kUgMqs4nddcDn4tEIsTjcWaWOFhz/xcQCBQFfD4fb22so6snzKeOm4HbaeMf6/bT0hXgwpVzefz17YP21TBMGlp7hjRDxuI6vp4whblDz/XmPa1kzF+C0DTrJAiB5vKAsM6Py6Zw9Xwnb7Yn8Ghw2eIcdkUsuc/S0kwqs10EIhEuLbChqjaMRDeqac3ERLVMEqoXV6KTSChGJBTE6XKT4c3C19k24cjotH41jU8aacKaRgrBmIlEwRQaipw4ybvk1Pk8++YujGG69ZNI6AZF4/ySnAjq6uqYNWsWmZmZ9Pb2T3nZ7fb/LwirqqpDqpZHzi7l9zf/e8WtJpE0Nh8Lb26spScYTTXpJXST7t4INU0+nv3VZ+nwhcjwOMhw2VNVz48Te+u7OHNZNSccWUWBR2fnzp1DlokmTO5/rxtVwOePzeH207IxzCxUJZKq/CcMye6WABLY1Rygu6uV0sIsDFNixA3Wbm0YUjlXFYUl88pZ9YfP0doVwDTloAjSkfCrv73L06ut/bznlnOZN210v1eAdZ2CiCH4wCc486DpeneiE8lgLxrDMLDb7UQiEUpcku64oNgpebJBIaRDhVvymXnZ5OfnI4QgFAqhqir7/Tr/t6md6lwnX1tewSNr67ntGWtfY32abaddoaE9QHe3HV3Xh61+J5+fKAZKlP728lbufWo9ppQ8+9YuTjyyiv97YRO6bvLXl7bwmTMW8H/Pb8IwJV6PnZ9+9TQeeG4z73842LZLVZURB5Fnr5jF88929pPtAdtXBfz2whLyPBoz+pQmgQTsqQMTKMt0oimCbI8bgVVd7TbsFAmLsJrC1vezX8+eX1iM0+UmFosQ6Bl/w2kyrS9dXU3jk0SasKaRwtxSN+2d3QS6R4/DHAlVJdnc8fUzuO2+1XT5w0MMrjRV8LXLl1JeOPhLdc+BTnbWdjC9Im/S5uumadLS0kJZWRnhcDhFhmw22ydmy3S4YLd/NGQsGkuwbV870ViCcCyB22lnalnOkPfno8BAicNoCEcSQ9LNpJSEIglURRl3g9NHgU5/mC/c9jS6YXL/Mxt5+bdXD9vw9MruIKv2Wvrqihw7Z8/1oh6kMbapgquPzubFnQHOnevFpip84eLjeeSl9cTiBl84/8gR9yMcN/nz5giRhOQbJ7jHbD56c2Ntygd5w87mcRHWJXmS7X5YlDP81MvAoykvLx8Uq7uiQHJ0rsSlwoO1lqtDzBRkZmYSi8WsGNOMDKLRKO8f8KObkj2dEbZ8uIPVWzqJ9w1WbJpCQY6LhbMLaTKho8v3kSRiJfH+9kYiffrU3Qc6UQQpvWo8YbDiyCpOOrqaYDjGyUvnkZeXy/y5szn9i78moRuppshMj4NQJE62t5+0huImLpugvDCTH5yh8cD73bT06hgDTq/HrvDyriCXLszE0VeO9trg+ukmCROeOeCjzOug0G3HrinUdYfZ2x3hyipwquBK+PqKD/0D3c72VjK8WYQmqGPNzc2dzClMI43DijRhTSMFl8PGlJJ8mmWcnp4epJQ4nC4Qglhk7MhFgGVHTOHBH17Eud/466CpMSHghbuuGpK4tHpDLd//wyorP1zCTVcv5/wT50xq//1+P9nZ2ZSXl1NXVwcMnnru6A7xz00HcDk0TjxqKm7nyJ6N/0oY6MF6OBCNJfjto+t4bs1upIR4XEcCihCoqmD+9CJ+8h+nkZ/90aVjJZuuSkpKhjgHDKyOLZpVPMRGWiImHbPa0NbD/gYfc6oLKBpminYi8PWEkdKq+kqpE4npwxLW0kwrPhegNGvkW+4lC7O4ZGG/T+nCWeWsuudzmKYc1Ulj1d4g6xsiGCY8saWX65eNTi6uOmsRd/7tXTxOGyuXVI91mADMy5LMG8Pmzm63U1VVhaqqvLa9kY6wwqlTi3DZ+/XIXys22eOLcmRpBm63g56eHjo7O+ns7ARgvgf8YcEUt6Vr/exR2QRiJp7cTBxe63oUAgI6dMcg/yBNrK4b/Pn5TbR1BfnihUePW/IwHC45ZR4f7GpGEYKTjp7KzIr8VNSv22mjqiQbh12jrKwMr9dLR0cHBV7BYz/7NC/+czd/fHIDppR0+MP87aWtXH/x0dg0ld+s6WTVvhAVOTZ+eV4Jc4oczCly0NxjfcZVAeVZGs29Ok9t7UEI+OyR/R36QoBdhVg8wdZ2i4xWeyQNEcGnqvNJODXssVYEJorUB318opEw0XHeywciNzc3LQlI4xNHOukqjUFITqkB9PYGcGZkIYQgHo/R2dZKNBIattKn6wa767sozffyjV+8xI7ajiHLZLjs3PiZpVx4cn/q1KXfeYS65v6pqbwsN6/cffWk919RFGbNmkVLSwvd3X7yiorxOGw8+OSb/M89b/RpFQWaqnDf98+nuuzQKge9oRgtnQEcdo2KoqyPxAOzpKSEUFTng627yfY6yM+efJRNNK5z3Y+eoaape9guc7C6sYvyMnjsZ5fj/IgskqZPn56auh3YbDVQk5ic4n381Y3c8KNHUPp0iXd/9zLOO3lBSoM4UJ+YfJimOYT8rt3awLfvehVVtap89373fGZVjZ12ZJgmHd1h8rPdgxpnpJT8/KG3eWN9DZedNp/Pn3/UiOvY3xlHUWBq7vg8hzVNY8aMGezcuZNOf5i65m6OmFGM3TaUuG5tjvLD19oRwFeW53LKjMEkLanpHKjVjcZ07HYNh902RMc7UpPawCa2ZLjEQMyePRshBL3RBN9/rRZFQLZTJcOucMXcTGxCss8XY3VDhMX5KnNzVKLR6LgkO3+tVQjoQN/kt01YfqzLCyTzByRj/e3lLfzh8fdJGCYzpuTx19svQUpJLG4NJgZOabcHdG5/vR0JfOfkAl7cGSAQM7licRb5Hg27JmjtDNATjDGz0pqTf3tzPS2dAa487zimVZURjUax2+3s379/0KDynS31fOuXL2OYEkVYnqsOu8Y3rljGg3UZSMChCW47o5CfvtFBOC5x2QRVuXa+dWI+a2qCPLShB4nksoVZXL7YIqyGhI1dArcGmTbJS80KAri0wiTHAUFHKSBwx9uJqx501YMz0YXNjKJqGppmIxadmDuK1+ulvLwcVZ2c/WAaaUwQI36JpglrGiPCMCUJE+sq6LvRh0NBmhvqoO/p5jDYFcl/3/Ese+otLdZIHoVgmXd7nDaCkTilBZZHYENbf/RmYa6HF++66pD22+v1UlZWxo//sZeOKJxa5eGLN/yK0ID9EsARM4u5//sXTGobje29/ObhtbyzuR6bTcEwLB3bteceyaWnzjtsWq+aJh/3PLWJdzbVoKkKumEyrSyXr1+xlKPmlE14ffc+tZ4HX9g8IllNwunQ+K+rj59U3vp4MFbsqhBiEIlN6Ca+3ihFeV7cLscQV4Ek6Rr4SBKwzs5O2trauPbWp9i+vz21jTOWTef2G04ddT9jcZ3P/fBpDrT4Kc7L4KHbLsbjmnjQxUSRjOKta+rgyEt+Sjyhk5Xh4oMn/pv8nKEyiH1tIaIJgyMqsgc1hwFsb+zhvf0+zllUQr7XPsQ9YeDvpmkOaV5K/j7wp6qq1NbWDrKGmzt3Lnv37iUWT/Bik0JXHGKGdev4VIlJhQceOaDQHRfYhOSL08cncemIWglX/UtbpFVg+bKeWtL/NfWHJ97noRc2oxsmZYWZ/PkHF3L9j5+lvrWH0nwv937vfApyrAHfn97z8eyHlm44z63QEzUxzP7bnQJcsySHCxcMlshUVFTgdrsJBAI4nU727x8aC33idX8iHE2kyGpyDzVV4ZgzT6E2aA0EF5c52NoSQzchx6Xw0BVWsIFhSl7cEcCQknPmZmLr0z7sD8CqNgUp4dOV/Wcku++SNIWKREGVCSJaDrrqxpnwYTMjVE6bic1mp752H/GY5W5gszvQNBuR8MjuAdXV1bhcrrR+NY2PC+lo1jQmDlURqRuuYRoYKNg0FY8ng564JKxk09gbZEtbgLqucErvNRp0w6Snz+y8oc3SUWmqwGHXMAzJt65cfsj7HQgE6AmEaO9znNnY0DNk5CWxctgng9qmbj7/w6cJRRNIKYn3pU5F4zq/fWQdO2ra+cH1Jx/yDX73gU6uv/1ZIrGENXXfRzJ31nXw9V+8xG1fWsnKY6aNsZZ+6IbJo699OCZZBUur9+Dzmz4ywqooyqiVtWQVb2DVKtMliISDo365HoyKiopUxdbrtqe6xzVVwese22h42742mtp7iScMOv1hNuxoGuKpOV4kTCvdandAEEhYulDHCEWrZHzwX55+OxXC4Q9EWHjR7ay+78tD5CxOoNcX4I36/UwpykxpnnuiBl94tAnDlDz41j5+f/GhN+npioOEs4Acdz5ErAYjj8eT6spXBJxbbqKbsKq1TwrRJ9+cnSl5r9MKHBkOO9ui3PpqOx67wh3nFpPv0QgmQDclUlpT4SYw2ysRAo7OG7yeK89cyO66Ttp9QW75/Inc8+R6Gtt6MU1JS2eA3z6yjtu+cgoAc4qcvLAjgG5CV9hMNS5B3z0PeGSTfxBhtdvtZGRksGnLNn7513fYvr+dY+eX85VLlqANkG047CrhaAKbppKT6aLNF0SiYEhJld5ODdb78EGTdS/MdAhuXNFf7VcVwXnzh2rJC5xgV8ClQoY22GkB6GuWtT5XTr0bqfei9P0dDgZxut3oev/AvaxiKpqmcaBmL4n40N4Fu92O0+lMk9U0/iWQJqxpjIo+pxUURcUGqMJByZQqMiMxdreGyffY0SXkzppPz9p3J7UN3ZB4NZW5MwvwuOyYpjzkqfV3djegChVTwjS3jj5MKtRkp9a/85vXCEXiw04/ROM6b6yvYeUSq3P8UPDd370+YrU6Fje49d7VHLewAqdjfFrc5o7eUSNdD0ZDWw9/enYjpinpDcaYWpbD6cumk3EYKoyjpVgdTgwkxt++ZgXX3/4s/kCUssJMrr/o6DFfX1GchZQSVRGYpmRqWc6k9qM3AY8dUDCk9XmS0tJoHps/PHFr7ujlid89RygymEREYjrb9zYy96DmxC17WvmPnz2PlHDtOYu5ru/YEobElBLdhFDs8DTtmZob3QRfSCepcs7KyiIUGpyMpylwxkGOAoty5IiNWwDPbw8QTkgShsHaujDnzsuksStK/6yElQAAIABJREFUl2UnSn6OGyGgLiy4tnro8Xg9Dn5901mpvx9+dWvKYcIwJYFwf6PfcVVurj46m79s9KMbDHI6kIBNhcVl/Y1STqeTyspKotEot96zijWbDhBPGBxo8WOYJt+44rjUsr/99jnc+9R6qstyufKshdz9wk7WBrIQSKrnZvHGB4PPVW9MUp6l8X6X4EBIcNIwaV+GtEhq8rhNFHShocr4sCUpy6m1/zPW0dY8ZJme7i4cThd6YvgGyLy80YMw0kjj40SasKYxISjCqhJ4XA6ctigdoTiGKXEVFOIsKiU6zE1xPOgORHlnSwObdrdSWuDld985l9ysyfuJqsLSYipCUJpl4/yTZvP8P3enunyddo0bL5+4wf7O2g5aOgOjamUiMZ0HX9h0SIR1Z20H7b6xKomC197bP+4qqGnKCVVKpIR7nliPqggMU+K0a/zyr+/wn1cu56KVc8dewSgYibCGownufWo9r63bj8Omctnp8/n0aQsmPYBRFCWlYZ1SlMWLd11FKBIno6/aOhYKczN44AcXsnZrA0fPLaOieHA85f7OOC/vCnBshYslFUOb1PwRg7vWdNKRUJkzowBFESh9pHUkOauUks//8Gm6A1EcNo2S/AxaOq1rQdfN1JT2QLy1sTaV0vTC27tThDXfo3HjijzeOxDhogWTc3+QQEzLRkgDuxFgRlkuzd1Roj2dqWUcDgctvhABRyl2PYDDmFwwx0nTPaw9EEZTBYv6yGKddJOfC4YhU8QsYsCT9Qrnl5tDqowDcfU5i3l7cz2KEBimOcRt4fz5mUgJz+8I0Bmyzt+ZszO4eGEWgahJVa41GFQUhaqqKnp6emhpaWHDzubUTEU0rrN2awPfuKJ/vbMq87nzm2f2n5+ickQojCLAp6tkZtjpDcY5cm4hhbkedtV2sb0txh4slrqpW3D6AKnDQFnEnEzJSUWSsL0QKVTsuh+HMXaM9nDo7upAVVWqps8mHovSVF+b+p8Qguzs7HSzVRr/MkgT1jQmBOs73ppWDcd0djb30tDai68nStbM+eRluzj2lGNprG1iy/qdJHp7MIeZahoJ4WiCuuZuvvLT53j4J5dNmqhUeuDTszxkZXoxfU3cdNXxzJ9WxHNrduFx2bjiUwsnFV6wZU8rphy7UrWrtnPMZUbDvoauMZeJxBLsqu0YN2EtzvcOsYgaD5JJSslUrV/97V2yMhycMgE5wsEYaCyfhJSSG/73efYe6ErJLH7/2Ps0tfVy09XHT2o7B0sPFEXg9Ywzc7gP06fkMX3K0EqTlJLvvtxKKC5ZvS/IHy8tI98z+Jb68Ad+NjRGyXDb6OiO4FQFMz0JTp6eQc4IhNUwTLp7o1a0J4NnGxQxfCDByUuqeez1D5GSIdfDSdMyOGna5LvlDcVJQrVIcrZL4HE5sLW1IJ0uhJKBWzOx2+0E4iFAkFDdkyasx1S4+etnp6AppKycdN1AoJJhh0ummPyjVdAWU+iKS3xxKHRag7E7HnqbtVvruf6iozn7+FmARRyf/Pln2NfQxbTy3CFkXxGCi47IYn6Jkx+/3oFTs/4uzNAo7DtlHo+H8vJy4vE4LS0tAEwrz2Xz7hYMU/ZVzCWRaALXQVKN5p4ED27oxtB1BBIhFIIZOSxbKKhr7qUoz/I2nVaexdJKED6T+rAY4sjQFhV9Gl7Brl44qUgiMJGoxLVsVDOBJse2iRsWydCMAU1VdrudsrKJa+TTSOOjRJqwpjEhKH2WKtKU/OLB19kUdHHW4nJK5xezvcHHLZ//DL0Jk3fyspl/9FxMKeho9fHq319AH6f2UDckrV1B1m5rYPnCiknva6lLUpLvYY/PIipnHT+Ts46fOe7X1zZ1c9fDa3nvw0aEgOULK6guz2WMRkUA5CH2Kzps2pgVQCEsK7LxwmnXOGv5DJ5dswvDmPz+ReM6dz28lpVLqietbRNCDHGb+HB/OzWNvhRZTW7r6Td38uVLj5mUFGEsrezhgxiScASQME28HjvHLbIGR7vrunnvwx5OqnLCQQ4Mjf4EWS4Fr0Pla5cfy71PbWTutBJqmwY4bgiGtRtbML2IF359JcFI4rD66EpAMeMoMo5iGnizXEgpKSopZ1tTGAwoKrCa4FxmAMOwYTMm1oV+MDz2/orerrYYr67rIDvbyTSvwDstj+WFktdaJLl2SV7f2GPbvjZefNuaQfnR/W9x1vKZqWszP9s95JxFdRNViFQz08wCBw9+pjz1f0VRyMzMJC8vD7vdTmdnJx0d/e/D7Tecypd//CwH+pKtGtt7+eYvX+aeW84btJ073+pkT0ccaejooQDu3Ly+hkDweuzUNfVSUuhhd42PUGU2K4sVhut1numV1AShMwZH9LkiOOOdhB0lAEihjrtF2uF0UVBUQiwapdvXgZ5IULt3J1JaMzCFhYUpKUC6uprGvxLShDWNCUMRgKrwo2uP57JbHuaqr61INbMA5AGVWS4UAT3RBM8LOPmz5/P6A48gx0kewtEET63afkiENRaLTdqK5UCLn2tvfYpINJH6HnjrgzrWbq0noY/9zTCrcmy7pNFwzPyylPZuJDjsGicdPb4GoEAoxv3PbOTVdfsPiawm4Q9E2d/YzfQpE7cFs9vtw5L+xraeYQmwqgj+886X2FnbicOu8pVLj+HilfPGta3DrZVN6AY3/vxFtu5t49pzF3P7mQt4aWeApZVuCjKG3k67IyYOuwp98pTZU3MJ9oZx2wcTgUc3+3lscw+aIrj7olKuPGsR1128jMrKSi658W5Wr6/BlHJUk/9sr2uQOf2hQgJhexGm0HAlOtHMGO3t0N7eZvXoOywv3K72NryVUzATMZzmoZHVg1EX1zhmURl767qw9+VFFznhqqlJXarJug+brM+oBLtNJTdz9I729fVhfrKqA5sq+Pm5xVQOKHULIaioqMDj8aDrOj09PXR0dAwZXOVnuyktzORAq+VykdBNPtjVjG6Yg6zPMp0KmgIJQ5AIh4h7vGzZ3U5Bjou9B/xEYjo7a7rI9NhpC5kUjpCDYVfhvHLJQFYqRHI7Em0C592T4cXpcuN0uRGKoL2lCdM0U+4qSXeNNNL4V0OasKYxaSyYWcYbf7iOvS0BsrIycNrtlOW68AVjNPqsFv0spw1VQHami7wlK4i2NxNpacQYh3n1+9ub8AeiZHudYy47HOLxOPvaguztMpieq0yoGvj7x9+3uvMHPCclxBJjywFcDo1rzlk8iT3uR7bXxelLp/P6e/tTU/EDoSqCiqIs5k8bOxksGI5x9f88SZsvmErfOVSoqkIgPLlENJvNNiyJnFtdiDEMSY/FDbbta0c3TKJxnV//bS26bpLtdTKtPHfY6fokDjdh3by7le3724knDO5/eiNfvOCoQd3dB+OyhVl87+U2fP4oeTkuVAVuPaMIp2Y1YEUN8Giwvj5C3LAGg7W+OAUZWmrA9T/XncwRM4qJJwwuPHlyoRrDwTDhuSaFsAEXlJt4hvk2sGI9JabQgP73WyDxxFpQFIWKqhn4fL4UqUuORYQAU8KHPQKPKpk2wVAyU0Jt1IbLKVg8K5+VOTHCcZN/1oZ4ZFMPp8zIYOe6DfxzUx1Swjc/u4yEbnLKMaOHIbyyO4hugikl79dHBhHWoqIiHA4Hu3btGjNZrqI4mw07mgYlWmmqgs1mw2azEUwImnpNFCE4pkjw/o46ls7K5fJTp7K1O055cSa7aruIRHWOmFnA2oCgItcka5SJBDnA0kuROu54G0KaI/sADYPurg50XcfpcuP3daWm/51OZ9prNY1/aaQJaxqHhJKCLEoKskjoEl1aBKEg00lBppPuUJy6jjAlXgd1Lb0smFtGZ0ku7VOq8e/YRKyjbdR1R+M6Z934EKYpOXvFLL77+RMnpGnd0xHjlgffRQi45ugszpk7vqnShG7w5sbaYad4x4LTrrFicSUnHlU18RcfhJuvXUFPWGfj9vpBbgEuh0Z+tpvffPvscZHwv7+y9bCSVbAstkommSJks9mGJQOVJdl86rgZvLZuH5GYbiX6aCoJwxxUbY7Gde786zu4HDZMU3LiUVXc9uVThr02DrckIDfLhW6Y2DSFqaU5Y57/OUVO/n7lFN6pDaO4NaZmq1R6VAxpeZIGE5Y10zVLcvjlW51MybaxqM8DKmlNlen1cNlp8w/bMSQR1KEtanWTt0Wh+qC3UwDueDumsA1bwVMVhZkzZxIKhWhvtyziQjo8Vq+gAJdVWHrMdZ0CiaDAaZI5gXA5RUClW3IgDCIa4zsvtuHUBDHdJGbAY5t7aN9Yh5HQrWam3ihfvGBoeEOs77pPamLPnO1lU2MEmyo4tqK/Iq1pGrm5uezbt29cMchfvmQJu2o72LavjcwMJ4//6nrmzZuOYRhsrfez9kAXvpBO3JC4cnJ496GvYZoma2t7aQ1Z98q5Vbnsa+hGUQRCQNiArBG2pysOIrZ8FBnHE7fkCaqceAKelJJev49AT3d6+j+NfyukCWsahwVRXUdTrcsp+SWe47HTFYyxvDybve0hXE6NitIsXl9bR0bljDEJK5AiWf9Yt49j55dz+tLp496n1l4dkCR0SX33yGEGB+P5Nbsm1ZykKIIvXXw0V3xq4WHxLXTYNZ75zZd4btVGHnhqHU0dvWR7nVy8ch4nL5k6alznQDy9eueoZDVp2TSRI55dlU9x/gRLZn2w2WwjRs1+9wsncvyiSl5+dy9uh8aZx8/kxp+/xMECPSlJkfg1H9TxzpZ6ViyuHLK+8VRYg5E4D7+ylVhc5/IzjhikdwxHE2zZ00plSRYl+V5++Mc3UrZrJ49TjqEpgu1tMTqCIb52fB6gETcgkLCOqjEsOL/cyZ8vLx/y2ng8jsfjIRqNjmtbE0GmDZblS8K61aQ4HFSpj0iKkt6rDQ0Nqed8MctvFsCfgBy7ZRblUMA5CT50VpnEkJJvPesj3idlmZ7vYG9HDD0SxkhY+6ZpKmcsG3pv2N0e5TsvtCGBW07JZ0tzjMpcG3+/shxNVdD6BjlOp5PS0lLi8Tjx+Pial3IyPbx639fQbA427GzkK/e+Q2fLU6xYMpOtPY4+v1+BpsDxFTZ8Ph8Az23qoM10UF6UwdJiO/971hIeWbcXjwalbgWHw47dbk95oDocDmw2G13BBDWdUaS0PveWZMOaYXHH2ydUZQWYNm0aNpstTVTT+LdBmrCmcViQSEj2tPRSke/G67LKKEIIijIdBCIGqpQYpsTse8T9Y3fBD1q/YdLRPTHrluOmutnRHsNQ3Vy3NAfGqfN6/PXtE9oOgMOmcssXTuSs5eNv6hoPbDYbx84vZ/7UM8deeAT0BEcnO8uOmIIQgvc+bEQ3TEryvFSVZrNxZ/OwcgSXw8Z/f+6ESe+PpmkjkkjRl9teUZLFBztbiEQTLFtQzvrtTcRGCDyIxHTe3944LGEFUtWyAy1+Hn5lK06HxrXnLk7pPW+840V21XVgmpJX1+7j6TuvQFMVYnGdK777ON29EWIJHSlJDWQMU/LkGztw2DWuPGv0Acqmpihv7Q8R1yWPbu7hq8fn4dLguHzJgbDguPyRBxPRaBSX6/DpUgdCCFg4iifqWMjIyBhC7srdcHSuFUda7LS2cW21iQqo4+RFUkre2h+iM2Rw1hwvbrvC9cty+N3bPuYUOfjSshzaAgY/u+8fdKgKigJfumgJU4qG1ibvWesjKdn+9ZouwgmJTRUUZWgp2yy73U51dTW9vb00N49tyyeEoKCggPz8fNZt2svlN/0JOfMoVFcejqoc1h4IoHntODTB9UtzWD7Vg9PWf/Dnz8vkx6va0SIhjpxThMuu8dml/eRxYLRwPB7H7/cTDodxuz3MLc0l4O/C7wOJgimse61EQTD+GZScnBxsNltaApDGvxXShDWNw4KcDBuRhImh65immop19Dhs5Hjs2HSdDfs68ftDdO/aQbS1ccg6yqZVkFecz473t6EnEpZnpRCYUmLX1An7mmqK4MvLcsnLyyMvL489e/aM63X+wMSqWQK49rwjDztZBWuabrwVn5GgKoLR6stVpTl8/TPLhjz/xOsfcs+T69F1K64zYRhUl+byvS+eOKpudMz9UdURK6xSSu78yzs88+bOvmUVMlw2Tl5SzaZdFpnwB6KDyKvTrlFRPJSsKIqSau7q7o1w7a1PEQrHUVWFNR/U8fgdl6MqCttr2lNE1NcbwR+IkJ/toaapm+7eyIjhDZ3+MH98aj2VJdmjXpvl2RoC0FSYV9xvqXVEjuSIMQhjqz9EbVgjJwHeCUynf9RwuVw4PJnsavQjFCcKEsVMoAiTI3MHH5N9ggW8dQci3P2OD8OU1HTF+fbKAuYWOfndgJSu8myFn9xwCn9/dSu5XhcXnTLUF3hLU4R9nf3vndehEO67bgaOL5KOFY2NjYOe0zQtpUdNPhwOBy6XC13XefT5NVx/+1OWN67W9+YoCprLw9RcG4UZGsurPTgPMoqdXeTgL30RrACtra0AhMPhUSvpkUiEcDhEZWUlmRkeGhoacMctKYYyCllVFAWb3UFJeQXhUJCu9laKi4vTZDWNfzukCWsahwVCCMpyreYoKSGSsPwJVVXB5VAQXhfdPS00//MNpDGUrDhcDs7+7Dksn5LDnhULuPvuR7nmnIVkuB1090Y45Zhpw1ZQxoKqqrjdbjRt/Jf6tPJcOv1jN4UlUZSXQbsvyB0P/pPTlk5n0cziUStupimJxXWcjtGtqxRFQVEUEonxyxkORjSup3xUR8LiWSXDPn/JqfO54OS5bN/fRjCSYEpR5hDj/MlAVdURSfim3S08u2ZXPyFNGETjOqFInBfuugpdN7jiu4/T3BEgljCwayqZGQ7OHGawMHCqc2ddRyrTXTdM2n0hfD0RCnI8LJxRzPb97ZhSkp/tJifTqrxNKcq0po1VgT6Cs4JpSvbWd7Hq/RqOmls6rCdusdfG/Z8uIxI3KZ6AiDNhwn1bAugS8uwKl1UePg3yoUACxSUl1Lb1EpcaupqDoiioUicjPrbMZyyEEyZIqyksGB/5mL0eB1+6aMmI/6/zDf7cfGdlAW/sC1GZY2NxuSc17e5yWa4CVVVV2Gw2NE1LBU4kH4ZhYBgGbreb1tZWWtu7eHV9bSpBT5pm/2dZs3HneSUpy6yxkJQKjAeRSIQ9e/ZQXV3NjBkzqKurG3NAW141DZvNCspwOFwUF49+f0ojjX9VpAlrGocdQlixkxHdIhQ2VaEkw4FQYCShlR7XmZXvpjzLSfmR07nkr99GifcSj01eu5ebm0tRURHRaHTc1VWAa85ZzJY9rcNOhx8MIaDLH+bp1TsRAl74526OnlvGHV8/Y5C9DVhT0vc9vYE31tdg9iVHXXjyXK45d/GwTggul+uQG4aeX7Nr1OYxu6ZwzLyRDcI1VWHhzOEJ7WShquqIx7V6Q00qjSwJ05Ss22bpJDVN5c+3XsQTq7bzwa4W5k4t4NOnLxjWo3Wg1VpFcfYgBwK7TU2d87tuOosnVm0nFje45NS5qH1EN8Pt4G+3X8Kjr33Iw69sYTjOumzBFP7y4mZC0QRvrK+hoiiLRcMMALKcKlnOiVW0OmOQdFBzjPFSKWF1m6A9JjizZPRO8yTiiou4LRt7wo99nHIZiSDoKGZbcxyXmtQ9Wx/q+Bg2bOPFidM8HPAlaA/qfP7Y8UfhqqqKqqpomoaqqpx+hJs/vd+NxEq+O2J2NWce50HTtJS22TRNdF0nGo0SDoeJxWJEo1FisaEOGBUVFQSDQZrbO7nhiWZ84UJyZsyme+8uEr3dqA6nRQo1MW6yOhmYpsm+ffsoKytj2rRpNDY2EgiMHNSQiMew2eyYpkl3ZysVFRVp3Woa/5ZIE9Y0PhLYNEsSEIgZhGMGJ1Rkc/eHm5HDTAUL4JzjZ3BsdoQYWTg0haqyQkwzP2VoPVE4HA6Ki4upr68nGBxfYEESS+aV8bnzj+SBZzaS0A0GFiiXL5pCUa6X1RtqiMUNYrEECaPfzicS01m/vYmHX93KVWctSr1ue007X/nJ88TiOmbf8YSiCR79xzZeXbePv/zoYvKyBpubu1yuQ6quArz4zz2j+rleddZCnBMIHzgcOLhzPxJN0NkTpig3g/c+bBr2NY4BJvsel51rzlk8pnXYQElAeWEmP/nqadz92DpcdkuDm2xaczltXHX2omHXUZzv5T8uO4ZNu1vY19iVij8FKMjxcMc3zmDFF+4HrMFLaAT5wGRQ5IR5OQJTc7IsY/RrWJewOyAQQF1IsNA+9mdGVz1IFHTVMyHCCorV8GP0sWgBL+xp55icBLmHIbNAUwRfXJY3iHwO/Jmsgib/Ts5ESCmRUqY0y6XAU1918/j6FpZVe/nJszt4c4+fSxflcMXiie2ooihkZGSwf/9+OoIG/qiBIaFi1nRuvmwRpS6d1fUmrSHJVUcf+izEwUi+mwNpcFNTE6FQiPLycrq6ulJODQejpbEeoVi2ftVTp6arq2n82yJNWNP4yKCpCjXtfmK6xK4q/P6bp3Djo/uRpol/+yYKvHZ+8c0zUBSFmRV5CGEg4j5i5KYMuBVFxRhGQjAWMjMziUajEyarSXz+vCNZuaSaZ1bvoKm9l+qyXC5cOZfiPiunm65azslfemDYqls0rvPIK9tShNU0Jd/+9atEYkPJTEI38fWE+ckDbw3KHgeLdA9X6ZkIRiOrdpvKqUtnHNL6J4P+xhLJbx9dx+P/+BClz6lgOPmCAC4ZZ1DAwdsZiBWLK0dszBoJe+u7+MuLmznjuOl8f96J/OIv77Bhh6WllVKiKgo/u/EM7n1qPUfPKWXZgiljrHEC+y/gUxV2pkwpY/fu3aMua1NgWZ6kLWqlIg1ETM0goXpwJbpRB8R3OnU/cdWDfZQc+oTiQiDRTGumQ8FESB0pbICgLRBmXUuQYNzgjTaFco9Jhl1NkciBj4gBf98dRRFw7YJMPPZ+0pkkoMkHWJVEKSWNvjB3vLyXuaUZfHZpKfFEglAwjDB1EokEsVhsyLR4bq6lXdcinXxmvo1gLMSq3X6khKe2+CdMWFVVRUpJaWkpptnIyukZbGyM4Asb/P69XlZO93DDirE9kSeLZICDJ96KIvsHTX6/n0gkwtSpU3G73dTX1w9rySVNk+y+Rqs0YU3j3xVpwprGR4ojK7Oo74wQjQR5ucPEkZWDaRh4iku46Ngi5kwdfJO3ywhqvI26/e2oipwUWQWrC3ZglOJkUFWSzTeuOA4pJRt2NLN5dwvHzi8nJ9NFKBJHjjID2h3or1it39FEMDKyzswwJeu2NeLriZCb1d8RbrfbJ024k1i5ZCq1zd3Eh+mwdzlsTC07/NWgsZCcjn341a088fr2Ebv/+18AX7pkZK3iSBhYYZ0MpJR85afP0ROMsXpjLWUFp/Kda1Zww/8+TzAc57+uPh6YHBH+KLAod/hjTWheJAoJ1Y2qx4mrHkyh4dB7ceo9I67PEDaiNivJzBNrRcF6n4rtYSK2HPwRkyKvi0h9DyDIcKgcMW8aNkWkqp1A6vctLUF64pY23KfbyM9y4nQ6SSQS9Pb28nptL++26MzwSk4t7v9w/eDVNjY1Rnl1K6zZ2UR+WSGmorCySDIzU2KY8EqLoCchOKPEJM9hEblkY5FhGHjsCgtLnGxujrJyxggeXqMgkUiwc+dOKioqmDFjBj8tLGTV1ka+90IDMV3S4B+5st4WhX+2K0zPkCO+R2NB9qVaSRRg8OclFouxa9eulK71wIEDQ5q3kjNO6UarNP6dkSasaXykEEJQWeAmoTu57nQnJcWdvLq1mXNPXsqxM4aP9VSlnmq6mAgkEFe9lvehptHd3X3oBwDc+sc3eOXdvYDA5bTx+M8+TW6WC5tNGZR7PxAlAzxK9xzoHJYwDoRdU6lt7h5EWDVNO2SHgItPmcdj//gQfyA6qHrptGt844qlKb3mx4kUYX1l67h0wmUFmUP0wOPdzqEQVrAkHgBIy6+1qjSHl35z9aTWta8zxs9Xd1KWZeO/TykYl87xcFTD7PFugsIN8QA2TSWmWYMU1UxgM0duLhTSQGAgpEQMIEmFhQU09uhIKYkbJoaERbmwrMBg766dI65PM6HKLVAEqD2t1AWsgWV+fj4dHR2sb7VE7nsDsLKoLwIaKPFqNGQ7Ccd0trfrLCsVqAj2BSUzM6E1Cs0RgS5hS7dgZbFMaVM9Hg+9vb0IIfjyshx++I8O9nXGCcYMMkYRBievm4PPf319PU6nk4KCAi5YPpeNDSF2t4a4fmn/vWxXWwxFgZkFliPE+10KHTFBR8yyERMC4iZoot+tYKx32RNrRQplUHX1YNTU1FBcXEzV1GpampsIh8NkZWWlLKzSSOPfHWnldRofCwwEBbmZXLp0Cl87cw569uRtkUbchuIkrmUSVrwEw4fHaD0SS/DSO3sxpRXlGIrEeXr1DlRF4fLTF+C0Dx3zOe0anz//yNTfDruGOkZCl5QSh23wF+ho3fTjRVaGk4duu5gTj6rqk1gIygsz+eGXV3LOiqEd7R8FTFOyr8FHbVM3UsqUJCAYGVvv6bRrw1pujQeHWmEVQvDTr57G1NIcTjmmmtOPnTbq8lJK9hzopKtneBL4t41+mnt1trZE2dJ8+IMAhkPChI3tMZ7Y42djr4uwo6jvPyaqOfo+KJhkxFrxxNtShGrWrFlIKelob+a1/Z08u7ud4wtMluYaYI4+KLMpcFqJ5JRimfJkDYfDqapfsUsCkoN5/Alz8zjmiBJOPHoKAmjpCJKhmizpq1bmO8CpWl9m07ySv2zo5qer2tnT5MPr7R84vrE/RGuvTn13gg0NI2t29zf6OOOrD3Lc5+7j2bd2Dfl/NBqloaGBzs4Obvv0UfzozGLKsy1C+N6BMN97uY1bXmxjU5O1jXmZJnZFMstrkdXmMPx5v8JbXS6CjjJC9qLBEdCAIbRBzwnkiGR1StV0ps2ci9PpwkBBlwpJ/tG8AAAgAElEQVTFJWXMmDGDwsJCHA5HSpaRRhr/zkhXWNP4WKAAhpT4wwn2+kJs64Z7//Qqc4vd3HT18sNS6VPNOJrQyXA58fsmFkwwHKSUrNlYN+T5ZFXwixceTX1bD2s21iGxqiVSwiWnzhvkybp8YQV3Pbx21G0pimB2Vf5Bzx2apVUShbkZ/OzGM9ANE103PtYmqw07mvj+H1ZZEgogO8PJI3deT4ZmcOz8Mt7cUDuoqc2mChbMKCYYSZCX5eKacxZx1JyRXQxGw3CEddPuFlo6A5xwZNWwzgIH44Qjq8bt//uTB9bwyrt7EQL+fOtFTCsfPINwbKWbzc1RbIpgau5H8x4YpqS5V6fYq2FTBf+PvfOOk6su9//7e9r0mZ3tm83uZpOQkIQiLXSIoIgIogiIqBfLreq96m2We23Xa6/3p177tev1IkVUBJEWAekBAqSQttlsr7PT55Tv74+zM7uzM7MlWUDhvF+vzWbn9DNn5nzO832ez3Nzv8JA1m1LemJbrHSR+qzEvN6dtVBVlYMHDxJRbGKqjeETrJsWYofD7AjmK9sk+9PQ5JPMfr7LOTN/vP6EGMc26ayaNbTuU+FNqxwk8McDaX75VJKCJXn/tU9zw3vPLs13ameQXz6ZxK8JjmlzHSIe3dnP0/tGuPCMo0odzr59w8NMTuWQwJd+fC+Xnlv9wW50dJT6+nqamppKBU/jGRvXO0EwnnEF5uoIrI7MnOsdU4KoT+Wkdvf6kKL8NpzXophqBN1OzZuyUUQ3DISiEG9sJp/LYtsWqipQFG/43+OFhSdYPZ4TsgULXddoivrYPpTCdiQ9vSPs25Nj05pmLj57/RFvI+A32Nhdz+joKCMTC3/RL8Q/f/lWtj56oOw1VRG84RXHMTGVpS7i55PvfDk9A5Pcv70XVVE4+8QuWurLm7K3N0c57diV3L/9UNXUAL/hdl7SZrVaVVW3+UItg/3DwfUUfe6iLP0jU7z3i78ts6kazKe4+B1f4xeffT3vufoMtu0aIJuzyBUsAj6NxniIz7/nQiIh3zxrXhxzBeuvtu7ksz+4ByHgf375KD//9JUVD0oPP93H9Xc8zTknruLCM5ZWkHbXw/vJFSwMXeWRHf0VgvXCoyOc0hEgaCgE9Gfnffjk70fY1p+lJazx1ctWTEsniOkSR7r1/Wp+DIOlR3hnR+gU4UZL57bMXSqz0zZUBdZGKtd3bJ3DDx9KkMqaPFLIc8mV5S1sn3jGtaA7ZWN76bwqCvgUWSrquqPfpicd4Auv66Q94LB3zKRvKME/fO5mbNvhp7c8zlsuORHbsbn3sYOlY2yunz/f9eDBg6xevZpEIkE+n+dl68JMZG1UAVvWVF92JCeon3V9CztflhIgStfs4s7twKEe2ju7CYUj+PwBAroXTfV4YeIJVo/nhIhfI28z09NeSqINdQz39C255WotOjo6mJiYOOJiqyJzxerRXQ1sOXk1b/r3X5DM5Fnb0cC3/v1Sutrq6Gqbv3jp43/3Mt79+ZvZdWCEXN5yvSEVgaYpXHz2+gpbpWAwuKxi9fngZ7c8Qb5Kjqpl29x0907e+uoTuf7zV/Pbe3ezv2+CY9a0cP7m1WUWVkdC0fy9yO8f3FeKjg+MJhmbzNA86+FiKp3nPZ+/mbxps3XbAbrb40SCBrt7xjh54wrCwflF9JUvP4b/uelRAj6Ns17SWXWehtCz+5W7fSiPFAoDUxapvENUUxhAMJSVbO8foj0Aq0OHd101NDRQKBSO2Bt4NosRVpqA0dEkWVPSHis/f7+8ewef/+G9CAFvuPA4/u7yzfzDWQ30T5m8amME0zRR/CGeTiSRCB4aV7h23wj392SRjoP0h7GmJhmZyPDlG7aj+PylIsCO5ijnntTN/r4Jutur+8HmcjkmJyfp7Oxkz5496CpcfeL83wVnNjk8PJ6hkNdJFCQP9E/xyhUQnw74G3YS3U4vutVqPpcjn8uCEAR8nguAxwsXT7B6PCcoisAv4KmBJBJQVJWXXvFKfvrZb3PjnTt486tecsTRPyEE6fSRi9+c5TCVcxCUxzh29oyxs2cm1eBA/wS3P7iXV521cHQ46Nf51r+9msd2D3LjnTsYTWRY1VbH5edvqnozDAQCR5y/+nySSOW44a4dVZsW5PIWB/onAQgHDK542TEV80gpeXr/CNmcyXFHtWLohze8aRgGmqZhWRbnndLNozv7EUBjXZCGunLf24JplzxyhRAcHJjkP797NwB1ET/Xfe4N816jf3XZyVzx8mMI+vXD3t8jIWPBead2YkuBlkoQ9qvsOqRQdE9t89msDh1+RDQWi81byLgvCfeMKGyMSU5uWNx2FlMYJ4TgS5e2ceuuJANTFtsHchw7PaT/4JOHSg8h92/v5e8u38w5syKb6XSa5niU9kCSvqxkU0xyy1CBvOW2PYsfv5mJ7Y8gpUP9cacgkeSGB5natZ1DI0l+9JvHuPa2J7nlq39RM5Wmv7+fdevWsWrVKnp7exd80OwIQUfIwZYTXNujlLxz48ZMG4bFilUAx7HpPbCX7u5uNMXwBKvHCxZPsHo8J0gJBRu6G6O0RScYTBYwpm8A41NZhsZStDfX9kaMROuIxesZONRTM8IjpTxi25bJrM07r+8nnXcIda8jtb92h6x8webuRw9w4RlHLSoHVwjBCevbarZCnY3P5/uzFqw/+NW2mWj6HAI+jU1rantWjiUy/O0nbmJoIo0i3PP25X+6iOPXtS5pH8bHx/H5fKxbt47R0VEuPddtIDA2lefM4zsq3rPGuiDvufp0fnbLds45cZWblykhkzcpmDYTU24r1/mo1rHsuWKi4EbtkXDy6jiOqnNSfY69ScGmmMOa8MLrqEVLSwuGYTA1NVVznkcmFNK2YNsEFYLVQSHja0ZIh2BhuDQEvtih64aQyo1PJslbkvt7svzvmzvQVTc95w/berBshze/9nQGstA2Y7TB+Pg43d3dXLLSQUo3hfeibsH3n7CRQgUBWiRaahetqBp62P0echyJGghScGyyeWve3O89e/aULK8GBgaYnJxc8JhUAWc3SQazcHSVVIilEIvF8Pv9XiqAxwsaT7B6PGdIIGRovPusVXz6jr3sPzQKgKYpFdGucgTRujj+QBBN0+cVrEfK7pE8BUtiSwi0rJhXsDpScudD+3nzh67jxx+/HGUBJ4CloOv6vOLgT51i+9lqBHw6F521ruo0gE/+z930DiXKbLj++cu3cMtX/2JJxXmO49DX18fExAQdHR3E43E2bNiAoiik02kOHDhQscyVLz+WK19+LOBGicMhA9O2OWH9ilJRznPJUqJlbQHYEJUkLVjX0khOqBzfPMXmhsq2ncXc1sXQ2tpKJBpj976DmKZZc7mT4g73jipsjFa+746iI1GRQkWilCKIi7UeE4BPE1iORFdnLK+OWdvCHd98G4mC5Lo+nf19cG6z688KlPxI/X6/23K1YPGlb96MjDZQt+klgMDKpJCmiZXLIBSVqT1PAxBedRShzm50VSErNeZrEus4DgcOHCAajdLe3k4sFqOnpwdw7fkemxSEVVgfKz/WY+okG+MqOa2Ogp1ZdMexuQQCAU+serzg8QSrx3OOAGKapGfrVl6yvpV/etOZVe2hisTi9QSCIXLZDPl87WIR0zSJxWKLim7U4phWP81hjUMJk25/Bjsa4OwTurjlvmdqGtzvOzTOH7f3cubx1fMWD4fl8GB9PgnWqMAXAq794tsI+2rnQd6//VBFx6uCabOnd5z1XY01lqpNJpPhmWeeIRaLsffgEF/93/tYt2YlV52/jvm6P8TCfm78wtWMJbK01IcqxGPWdNgxlGdNo0HM/+ylACz2QUwRcFazO29GWthCRVSxQiooQfJ6HN1O4rfmfyiKx+PE43Ee3TeGRQyfKmt2xppbDT8b1cnjsyYQ0ilzJ1is9ZgQgs9f0soDPVlO7giU2cRpqlIyaJRAsiB58GCGDS0+Ij7XGi4cDpPL5XAciWnZBKJ1gEAognDHGvRIFInETEyC4xBoXYm/uQ2hqCgKPDWUZ0VsYWeHqakpUqkUfVoTWw9q1Os2ftV1BgBo8Esa56RCF9QQtuLHUQyM/OELVi8VwOOFjidYPZ4ThHCHwGxHks2kuea4GFd/6o2Ypln6qYWcLpyp1nJwNv39/axdu5ZoNHrY0cmgofC1161ASokQXfB210/1lE3t/Pt/3151GVVRqhYXHQmKovxZC9bXv/wYPv/je8scAlRV4dyT1rKuq4nBwcGay4YCBgWz/MZt2Q6xI3AOcByHiYkJ/u4TN7C/fwLj/j0oQvCeN57N6Ogow2MJPvW9P2BaNu9/y9mlYixdU0vteOfyL78aZChp4dcE33l9Oz5t+SNcSxUhljCwFQO/OQaIqtZVjuIKL0csbOvV2NjI0NAQ2BJUvaoAXgwCMOxKf9qFIqzFKQJoi+q85tjqorHBB69oc0hbgm/c0U//lEXMr/CdK9tJJpNEo1FGR0f5/YN7EQLMyXFo78JBYmVSaOEIiqahhcLUv+RUN89+eutRn8IpHYGq263GRNbhxoPu6NF43s0hVnC//wJVnmsMO40jDLR5WuQuhM935K4aHh5/6niC1eM5Q1ddn01/fRQpIyUBKoRACIHjOCXxms/nMU1zuue8O58/EKx6g5NMexc67vzL8eVdFAqmZfPOT/+abbsGqs6nKoI1HfWc9ZLlbc25XB6szxevPvdont4/wq//sAtdU3AcSWdrHV//8FULFqW85ZKX8PVrHyoV0xi6yolHr6B1VvewwyWRyiGl+74e6B1C13XWrl3L5378Y7Y+egBHSr7wk/v5zkdfX7IWGxkZqXhYcqTk4ITpmrw7kkTWoTlSLliLOZPPJVmjERAIakdCfVbC9Sx28vOuS1EUdF0nkUjgt22wJhFHaGM1l/kEq4NC2ufmLbutYed/YO0Kwa7hLPvH3c+N64nq5rE2NjaSy1v84vansWyJNT7C6CP3oagqQtMJtLa7D8ZuLRbKdC68TxV84GVN1FVTmjV4MlEs13Tf/KagzgUtJoZwqBaIV6RN0Bxd9PrnEgwGvXQAjxcFnmD1eF4QQlQUSKmqiqqq+P1+wuFwqQe5lGDjoCmwceNGAGzbLv0MJgqk0pKiDFouWytwjeZ3HnDXV7wN1ccCTCSyCEVgO5K1K+vRlzG6pmnux3I57YOea4QQfOCt5/C2S09k54FRWuvDrOtqoLkhytjY/E0d3vCK4/DpGj+6+XFyeZMLTlvLO67YvCz79ZG/Po//+Pad1EcDXHPxcfT09CCEwCzkUf0Bgi3tWMEYdXV1OI6DpmkEg0H2799fth5FCN5+apxfPJHgnNUhmsLl1/JtA4I9KcEJdZLTmo6s29ZS0OwMtupHdWpH5wWgLyJXsrW1lUwmg23b09JrecUqVFqPzUaK4jkV7v+lw807kty2y20McPxKP6/eGCUa1LEkRHX4wUMz6UDNYQ1l2svYcRz+4zt3s7tnRhjW6RZjiRQNJ5+JmE5NUP1u0VxAc4PKCIgHlnab7A5LnpoS1OuSS1Y6bFi3ikw6Pe+ownyoqoZtV3/ICwaDdHV1eekAHi8KPMHq8SdJMepaZO6FqmkamqYxni4wlC6gCEFbVCsVOiwXK5qiSOnmB2qaytqVcRKpPOOAnM6z/P2De3nteRs5dm3L/CtbJKFQ6E/agzWVLTCZzNHWGF6wCKqlPlzWSEEIURLiQ+MpvvyT+3jwqT4aYgH+5nWncP7mNfQMJmiKh/jOh16z7IVOpx/XwW+/8hdlr0kp+dvXncT9+WbyUuWAKrj9oR2sqjfw+XysWeO2ZC3mc46NjZFIJLj0mCiXHlPd2WJvyjUn2pnkiARrcf8WS8CahGW6dKLRKIcOHVpwPkvxUVDDbuRWLm3j8wktVZr4zXHE9P8PTFrcPQQJR2MilSeQMfj0/WnWr6pHVeDCNoe6wMz16Ndn1p3JZOgZnMSyHYSALSd2s3plnJ89PIYWdB+OZ++J48D7z2+ivU6nKby02+SKIPz12hkR3t/Xx+rVqxkbG1vyqEk0Fqe5zY3+ZtJpBvpmvt8CgQBdXV0oiuIJVo8XBZ5g9fizJW867Bpw8+JUJ8/U0MI316WysjnKNz54CX/Y1sMPf/MYT++vHLqTEgxt+Ypu/H7/n2T+qu04fPYH9/DrP+xCEQK/T+Mjf/3SJaVDKIqCbdvkChZv+cj1jE9lcRzJVDrPR75xB/9763Z2HBhBUxVMy+EdV2zmja88/lk8KpdwwEA3DPIFByEEGdMVHPl8nnw+z8aNG7Ftm8nJSVasWEEkEikTc62trUgpGRoaoi9h0qkrjDo6p8yydwoGgxiGmzfqOE5JuDc0NBAMBjFNk/7+frLZmejn8yVE6uvrcRyHVCpFVqvDVgMECyMoVQRpXoviCIOCaruCuQYSMNUQQjqlCO98EVYA3XGLLKWEO0d1ulYYdK2IkcmaBPw6UkocKRFS8PC4wjnHNLF98BA5U/KuMxtK65mYmODL77+Sq//lu4QCBk/vH+GPu4aInXgWYvqhS5neS0UImqM6p3Quz8NSLpcjlUqxdu3aRVteFZHTUW2hKATDYfz+ILlcBr/fz6pVqzyx6vGiwhOsHn++CDfyqSqCjS0R+vqmyOfnz8s7HDataaExHuIHv36sYpqmKbzpouNZv2rp1eu1MAzjWTmOI+WHv36Mm+/ZXWovmytYvP8rt3HtZ15P2yLzS4sR1rsf2U8mZ5ZZX+VNm8efGURKyONu47+vfZAtJ3XP69G7XHzwZU389NFJjl/hZ0PzTB70oUOH0DSt1JRiYmKCzs5Ojj76aFKpFLZtU1dXhxCCJ3vGePcNBxEC3nrmCjbENPx+P+3t7RiGUYqw5W2Jqij4dZVUKkVvby+RSITu7m4KhQK9vb3k8/l5xYgjYSgHjT5Y7k6vjY2NjI66D2e26keiYAutqmD1WVMU1DCGnZp3nbYwyGtuFyhRGEUgFxSsRR4Zh5x0z4UQgoBfx5ESRcCqgE0OlZGcYDSv8vnLOmiZY4ebTCY55+QNbP3u35DN5jjjrd/CUVSYXocAzL59JIf60SNxvvies2vuS8pyrapiC9eslTh48CB1dXW0trbS0NDAoUOHFvUZTyYmyWWztHeuQtN02ru6SaemiEfDnlj1eNHhCVaPP1t8msJJq2KIaeG6Zs0axsfHGRoaWhZP1tm4Q9sh+kZmPC11VeGT73o5W07qXtZtGYZR1rHrj0/08v1fbWN3zyi6rnLBaWt40yuPX5YipKXwi9ufKhVCFXEch1vve4a3vPrERa2jKFhHJjIl4TubuW+bqgi27Rp4TgTrsW1+PvWqyuYExShrkUKhwN69e9mXEHzi1j6Oao3wwfMaqIuGuXZ7irztDi/3JiyOWn8Mk1mLTMb1fbVtm6Ec/PKQggJc3ulQNy180uk0IyMjNDU1sWbNGtLpNMlksua1fM+IYEdC0BqAS1fOKQpDwVb8aE72sAqldF0vdbUKFkZwhI7qzFjKWYoPS/Hhs5JoTn7BAq7eNGybsDl7lVt85BaHgSUF+iI+q5OFcmHmuo4IzmqSHBdX6ElLbh0QqAJqjeAXCgUikQj5fJ5/veYsvn3DI2yS/Zy5+XhOavdx2XtuwXEkMpclm84ClZ+vjAU/O+D6B7x2pUPTEvpETE5Oltq4dnR0sGfPnkUtZxby9O7fQ9ea9SiKQjgSRVGev+i7h8fzhSdYPf6s0dSZL20hBPF4nFgsxqFDh5alTetsLj7naL59/UMUg4KKKqiPLt7uZrGoqlqKxH315w/w89u2z9hDZeG625/m13/YxTc/eOkRRXallAyNp/HpKvFFHIdVpXOV48iqwrMWRcF6ysZ2NFXBssvXqQhRao9apK3xCFo0PUtIKfnWHwYYmiqQyIzzULfKCe05fvvEkDsduGydysd/9wyJgtsStOiROpQTSAlSwGheUGfMHK9t2wwODjI2NsaKFStobW2tmffoSDcyWK0/Q9ZowBEGuq0t6LU6l2LFeVEoK9LGUvzY01FUAeT0OBIV1bHQnUq7qrk8OKYwnIfb943yuk5J2ufme2uKtqiHy1MbJXtTbruB4vxCwEjejXZOmYJzmh26Q+CrkZ0zNTVFLBZjx4FBtpy2nsvO21Q2/b1Xn8H3f7WNs0/oYkN3U9V1OMyUntmH+Ux88OBBNmzYUGpmsBhs22Z4oJcV7R2oc/L7PTxeLKgf/ehH55s+70QPjz81FEVBUZRSq8J0Or1s0dbjjmpFIjk0lMBvaLzhFcfi9+kkM3laanh1Hg5NTU2MjY3xyNOH+NwP76mMakqJaTnc83gPV1943GHdvO7f3ss7PvUrfvjrbfzkt49z7+MHOWljO9F5vE5HJtLsPjhWZupv6CrvfeOZ1McWFryKotDU1MTw8DCNdUEmpjI80+sW1fh9GpGgD0NXsR0Hx5H4DI21HfX87eWb/yRv0DnT4fH+HD5N4Y0n1RHQFQ5OmByaNDlzVZDz1kX446hATsc4N053OarTIWFCkw9eEpdUa5DmOA6JRIJsNkt9fT0NDQ2IYB3bJ1QamxqRmQQdIWgLSE6ol6hz1iHRsBUfhp1aciGUpmlkRYhRM4AqCwjpkPU1Yys+dCfjHo10QIhpAbvw5yusSSYLgs0NbkRZt1MYdor6eB22bZNKzaQT2CikfW2YahDNTrtdrlQ4rk7y2KQAIRACOgOSM5okT08JHhwT9KQF66OyqnUUuLmkO8YV/u6nu/nVU0mOafXRPCsce8zaFt500fHTbXnLT6jpUNqP1WHJuoik5QieVcPhMH6/f9F+0YZh0NXVhaYqy9pRz8PjT5CP1ZogFriZL7+PiYfHc4TjOEgpGRwcLA1vLhdjiQxXf/BacgUL07IJBwwaYkHeeumJXHDa2iNa96ZNm9ixYwf/+IWb2frogZofwoBP5wvvvZBTNrUvaf27Dozylx+/sUwIK0JQF/Hzyy9eXbNnejZn8t4v/pan9g6jqgqWZfMPV53GlRccWzGvlJId+0c4MDDJmpX1rO9qxDAM1qxZw44dO8r25aGn+2iKB9lyUjfprMnPbn2C3QfHOO2Ylbz2vI3zdkF7vhnPWAQNBb82E5XMWZLAdFLprinB3iSc0iCXNHw8G8MwEEKwMxMmHvAzljVZow4v1yFUoCgKxDpJZEwMK4Fhp8hrUUDgsxKLbum6GLq6usjlcm5zgmkKSoi87ua6BvODqMxE8HdPwe1D7rldH5Gc1yrZkRDcM+Lu1Ru6bEaTJvGgWrX72LU7JT+69yCKgDeeVMcVx8cW3Me+DPy6TyGswxu6nKoPGEtF0zTWrVvH3r17F8xl1XWdNWvWlHyBPTxe4NS8yP907wQeHkdIcWiztbWV+vp6ent7l636/pb7niGZyWNOD5NPJHNMJHN8+Ou3Ew4YnHGYbVp9Ph+O4+A4DrsPjs37xGg7Dvv6xpcsWL9306MVbWYdKcnmLW57YC+XnHN01eUCfp2vf+ASbrhzB79/YC/tzVFO2li57WzO5B8+fzM794+gKK5F0LFHtfDtD19RUWCzflVjWVqDz9B455WnLul4nk80RaAp5WkpgVl2SuujkvVHmH5bvGYD+FCE313/nOyMnA13DAriBpzWKEsNC9xsWoFYwHR/No7j0BkTBIVNctxNAVhqWsFiqdY4QHPSWE6A6UzcsmnronDvCBQcSNuuM/LRUUnckAQ1+PWTCa59fApdhW9c3l5h+H/5iY3cs3sU4Zicf1RoUfs4UXAjuinTTQNYDsFa9IaNRqMVvtGNza3oho+BvoMIoLu72yuw8vCg1IHZw+OFS7EZwdq1a2lubl6WL36f7pqSz8V2JO/+/M38761PHNZ6A4FAyYM1FJi/d7mqCIL+hfubz+WZ3rGqaRLZvMkzvfOb+n/t/x7gSz+9j4ee7uOmrTt5y0eu58Gnyu3Evv6LB3l63zC5gkUmZ5ErWDy+e5BvXvfAn3UzhLn86qkp/ub6Qf7tzgT3DTn8fk+GrYOSH+1X2DNTm4fpwNz0X9OpLDDL2TCcq3y9SIs6RYs2xZa1lVHBfSlBb0bw+KQgO32KJQopXxspXysOS7NdmxgbZWVz3bJGU6tR7bOoAEFzlOC0B+tcLl3pcFqj5PyWYqc8aA24jQOeHspTsCWWDcOpylSIoMzwu/edw5dfs4L64OLiNRtiki1tGq9bG0FVys+jBEzFjy3mX5cEclqMnFZXeggdHBykoaGBtWvXls6DEIJYvIFQOIKm6bS2tqJpmtfJysMDT7B6vEgQQqAoCo2Njaxbt45QaHHRlVpcfPY6utvra07/2v89yANPLt0XNhAIlCJqrzl3w7zD4bYjOefEVUveRldbdSHi92msaovXXG4ymeVnt84UgDmOJFew+PwP7y2b7+Z7d1cUYhVMm2tve+IFJVjv68lwxgntdHXU81hC48l8gCenVFKW4I+j7lfraB6+v0/hB/sVpqZrp+4fFXxnr8LvB2feBSnh5z0KNx5Splt7ViJwWxtXe9hYFZI0++HoqCz1q5elpQRyiQ9pyWTyORuCXmqOeb0Pjo+7EdW5/OWpcY5p9fGqjRGOapzxneoZL3DnnhQTU25OezC4eI9VVcCKeD0+f3g6NWIGSwmQ0xvIGM3zrkMKDVMNY6ohHOHu1+TkJDt37kQIQXOzu7w/EMSyLEyzgN9nEI/HPbHq4TGN90nweFGhKAqaptHV1UVXV1fJyH2p+H06P/jYZTU7MeUKFo/tGljyemd7sF58znpiYR9qlTFITRU0xIJ86ntbeeDJQ0u66V9z8Qn4qghhXVW44PTa+be9Q1PoVRokHBpOlP1tVytbB0Yn0lx76yOL3s8/da4+KY6qzgzVGrpKJmdO57E65G0YzrklSY6E8elUxZ60KyJ7M7MEK2BOn7bCPKP3qqpWfa+DGry2w2FLy0w6gIJDqDBEsNOCy3kAACAASURBVDBUKrxSFIVAIEA0GqWhoYGGhgbq6+uJx+PU1dWVfpqamrBte9nt4eZSLSXgSOiMG3zqVa28dXO89L585/5x3nXDAP+1dYxP3T5CLpejvr72w+ZcBrLQm8ggZzU8KFL0pZ2vFS6AkBaanUazMyiyfN7e3l4aGhqIRGO0d3aj6zqmWWDlypWeWPXwmIWXw+rxoqPY9jUUCrF27VrGx8cZHh5elIH5bBRFcOHpa/nxb6sP/48nFrb7mYuu66XK4VDA4HsfvYwPfvU2nt7vdn9iOtcUBAOjSQZGk9z7+EFe+9IN/OMbzyyt59BQgi/9xB26DwUMXn/BMbz5VS9BVRSOX9fKh/5qC5/5/h+wbLciv6k+xGf/4QLCgdoCflVbHaZVGSFd3V4elT3/lNX85t7dVW2w3vOZ67n+c1fRXH94rgqOI7n9ob0MjqbYvGnlsjZsWAjTlvzm6Sl8miCZd3giqbOiBcAViVJC0K8jhMBC4bf9kotWSIZzoAnomA7qv7TFYdu4KLkGgJsXeWWnw1geuuYJ/quqiqqqdHR0lK7j2cPJxd9Ft4zi9Nk5kLZtl3XamrtsaZ8UBZ/PV1YUZAudrN6AYScx7CO3jVtuwTqXrOlw01NufoYt3TSBvr4+Is2d2HoE1UwusAa4fVAhaaXoHE/yqvbyfVWlSTjfVzZiIQFb8aM4BZTp3GEBVbuAqZqG4Q9g2jaKqpDP59A0HcNLA/DwqMATrB4vWoo3hGKEaaltEw/0T9QUqwB7D40veZ9me7ACNMVDfPtDr+Hg4CS7eka5+5ED3Pnw/rIh91ze4vo7dvDqczawtqOeyWSOaz5yPclMATktcL9746MMjqV4/1vOAeCC09Zy3snd7O2bwG9odLbGFhz+jYR8/PVrT+Y7Nz5CrmChKAJFCN50UXnr1L+/6jS27Rrg4GCiYh1CwNZHe7j8ZZsqpi2GD3/jdrY+egDTcvjm9Q/zuXe/gtOP6zisdc3HgfEC3/zjOJ1xnbedUsf+vnG2jSlcuz2F7cD67npWtUdmnTNZ+r+UroAdzAmSlmRLS7nIafbDK1ZUirSo7v7Mx2zRKaV0W5NOP2gV/5ZSYtt21Z/Z4tBSfIBAc6p7gW7YsKFCNNmKDylULCWwLIK1uN9HgoNwGxtIs8Jiy6cJVjcY7B8vUOdX+OctTWQthfGxPKhRAlYeTc4fHT06Knl8UrCuRp+OuZ+aghqmoMUQ0iZcGJx33Y3NrUSibl5rQ2MrfQf3EQgEaGtr8wSrh8ccPMHq8aKneGNoa2ujsbGRvr6+sn7utfjQ12+fd/rh5P8pilLVyaCztY7O1jq+8YuHqhr1W5bNXY/sZ21HPTfetYN8wSoTArmCxa+27uLvLt9MLOz6K2mayvqupUUor7nkBBrjQf7zO3e7XYGQfOK7W2mIhUpuBbGwn5996grOeft3K9IDBAJNO7wb8WQyyx0P7Ss5M1i2w7euf+hZEaxf3jrG3rECz4wW+ON929m/Yw/B9k4Cq9bjSFjVHisTqzPMDMnrwh3+96uS0DJ909q2jWVZ9Pf3H9F6HBSyuvvehwqDKLL8mqqrq3MfduZ8DnQ7hZA26nRnK1toSKEu2OmqFkKIJY9szMZUAuR0d3hfdXIEzfKiQUUIvvDqVsYzNo0hNyfXlpYbDhcCXYWFbGpPbpCc3LB4US2mz6Vg4XztxMQ4qqqhGwa6qrB69WrPEcDDowbeI5yHxzSqquLz+eju7qajowNNm19l9AzUjsb6fRpXvaLSn3QhFEWp2dkI5jGoY8ZuZ3fPaIVtFbiRrO/d9CgTUwuL8fn4+e+edFMJpMSeLrz66LfuKJvH0DTO37y6Ss6rZMtJ3Rzon+Chp/rI5mofayWiooJeUQSpbIG7Hz3AIzv6l214uTmsYqju9vbsHyRXsMj192Io7vpteyaaCdOV/aVtu29EQcKDY4JbB5bva9a27aqRN8m0eFzkegQOiiygSBMhKwXj1NQUQggikcic5UB3sig4SAQZo4Ws3oAlDi8XfCnCzBY6KV8reXVmn5xZ1fm24q+6H6oiaAprpW2p2ITzfRzTorGipXpHqyPBcLKE8oMECyMLzpvLZujvPUDP3t3s2b2TkZGRZz1v2MPjzxVPsHp4zKKY7xeJRFi3bh1NTU01b6rxSPVWN6GAwabVTfz45sd5/1d+x7ZFFl8FAoEFC10uOmsdPr2y8EnTFF568moANq5uwmdUzmNaDtfe9iSX/uNPeGTH4UfohsdTFa9VE8EfeNu5nLRhBYauEvDpNNaF+H//eikf+ebtvOlDv+Bf/utWLnjXD7j3sZ5Fbbcu4udVZ60j4NPw6Sp+Q+MvXnU8V77v53z467fz3i/czIe+fnvp/I1OZvjvax/g2zc8TCqztAjgP25p5K9Oi/ORC5rZ3B11j8Gv4Z9uCHDvtj5GJ7IUdartOLMeEqZbmuI+RATUwxcgUkJ/FpLTut627arXY0ENl8Rj2esO7EkKciWrK8irQSzFT6gwQqgwXLVTleM4DA8P097eXvP6789IMqaFhAq/1FrkbNifKrf5WqxAsxUDiYqlznzuDDuJ35qgaEwrF7CXKiKA4eEh6urqKo5vZ0Jwfa/C0OK6plZFwa75cGkLg6RvBTmt3J5MCEFTU5OXCuDhUQMvJcDDowrFm0ZTUxP19fX09/eTTJYXaFx4xlH8z02Plv4OBnQ++Y6X8cGv/Z7Hdw9i2ZIn9w5zz7Ye3vrqE3n7a06ad5vBYHDe6CrAG15xHLc/uI/eoQTZvIUQrifsG15xLN3TxU+XnruBH/3mcSwrVzEkX7BcU9APfOV3/Parf4F6GDfHtR0NTCb7SusWQGdrpTdoOGDwlX99FSMTaabSeS586Wl85ls38eiOAfIFm/y0yPnA137P7752TYWF1+hkhjse2oemKlxw2hrCQR//9vZz2XJyN4OjKU7asIK7Hz3AxFQWy3YFy10P76dveIrWhjBv+ch1jE5mUBTB3Y8c4Mf/efmij9GvKVx4tBvJ++I/vpK+kSma4iG27s/ylXvGSWdNggENgeuKMDCSYWVLGDltLK8IeEWrg65CS+1ut1XZm4TtkwpnNDmM5wVbRwQKcM1qpyRYs1ocSw2iWwn8dopasfc7BwUH0oLWgODSlQ55NYI5bc0kCqNosraQn5ycpKWlpeq0RAFu7lew5ChBVXLN6sUN6/+6T2Gs4Hapch0NFp8SoNtphJSldASYjvjaGVQ7j6PoqDXycavR0tLC1NRUhWC+Z0RgSsGDYwqXtDtYip+sHsew0vjsI2+g4AgVhFIWHQaIxRbuuuXh8WLGE6weHvNQrLZeuXIl+Xyevr4+8vk8Dzx5iJ/c8njZvLbt8Lkf3UtmzjB33rT51vUPccFpa+moIuyK+Hy+BTtxBfw63/voZfz+gb3c+fA+wkGD12zZwPHr2krzREI+fvjx1/HZ79/D1m0Hqq4nb9rsPDDKptXz+0dW48N/tYW3fewGUll3XzVV5VPvuqDm/E3xEE3xEJqmctv9z5S1hAVX3O06MMrx61pLrw2OpXjjv7mtb4Vwu3P97JNXEA76OOslXaX57npkf/nGhNu1a3giTSKVx3bctIXdB0cxLbuqLddCKIqgo8V93y5YH+G6JxL0T9kk0yZ+QyOTNWmo85cq3i9sdQjo0LKIVqxSunZWxvRzw2ge7hpWKDiCh8YEq+eYKTiO47oQTEcZLTUIdgrDTqI5ORRZfu2FNDeqGtKmo75l0+ePihqGwXjaZMpYgW6n8FtuEd3TCcG9I4JT2+sIGioPH5pg+6Tk2LqFI6V+FZDgW/rbMJ2OUN15Q8FGcRbv8ev3+wkGg+zevbti2rF1kh1TcEzMFdKmEgAUTC24LIJVd7Io+aGSJVaR5uZmVPUwToyHx4sET7B6eCwCVVUJBAKsWbOGyclJ/ueTN5EvlN8g8wWbgZHqNzRHwhd/ci9f+qeL3CpuR7o2VbMwDINMZmErLENXueisdVx01rqa88RCPh5/pnYqgpTQ2NBALBYjl8st2M98Ns31Ya79zFU8tnsQx3E47qhWIqGFw4hCuMJv287+ssivaTk0xgJMpfNEggZCCK79/ZOks4XSfJPJLL+7fy+XnbexbJ2XnHM0P7v1CVcES9i8aSUdLTEs2yEY0CmYFoqi0NESW7RYdRzJU/uGiUf8rGwpf8CYytlMZm0UIDE0zrHRKL/cNcVpJ6wE6Zr2/3FM4WWtC0cNpYRf9CqM5eGsJsn6qOT6XgUpwa9IjquTrAxCVJdEdNCVmRzWQGEMUw1iTItIgWuxNJczm1whGZl2HzCcHHq+r7TMfGSzWWQ6D0JgK37A3VbGgqagzqo6VzSfuKKOOw+Msyo0s51avHKFw2QB6qdTTY+06OpwKCgBTCVGKpMvdZWbzamNklMbZ65PnzWFQKLZS7epK9uuGiKvRQmY4xVFauFw2BOrHh4L4AlWD49FUvS0rKur4+BApWUTuMK0Fg/v6Oe/fnof193xNLm8xdrOBt53zdmlyKKu6zUjrJqm0dbWhmVZFAoFTNMs/VS76d758P6KSOZssnmTn92yja/+21Xouo6iKCWLpOLvYkV68adQKJDP58nn8wT8+pKr84UQvPlVx3PrH58hX7CwHYnfp7G6Pc4V7/85UkJLQ5ivvu9iTMsuE7WOpKoHbGNdkP/79FXcv72XcNDgjOM6EUKgayrf/+hlfP+mRzF0jbddeuKi9/PfvnYb9z5+ECnhU3//8rKI7ljaxnIEDhLThss3hdnUpHPPlLuPeQdyjuCJScH5reUXw2QBJgquz6oiwJIwlncjoD1p2BADn+Lmeb6s1Sn5trbP6k1RTAnQZB7NWvghQwiIzalDWkr9edywCTX4Gemfefg5oV7SJWZ2qm8qR1in1GFrPlQBDUtMkTgcUpbr0lAtkpvX4+AIxtIL2ANMo2Djr+KhulRsxeeuTeholL93zc3NXu6qh8cCeILVw2OJKIoyrzCtRS5vce3tT5Uis88cHONdn/k1P/r461i1Ij6vQ0AgECASibjbnhaVMCOii+LSNE3y+Tw5a0/J/qkW1/1uGxu76rjgNLe7laZppR9VVdE0DV3X0TSNUChELBYrGdfP9gCd7fvpOE6ZwC2K6uL8HS0xfvKJK/jJzY+xbdcAmqqyu2eslIPaP5LkvV+4mU///QXceOcOsnnX79VnuK4D1aiL+LnwjKMqXm9rjPCBt527uDdnGikldzy0H2f6/N50984ywbqqXufijRGeGMjxN6e5dkobmn101jukTHhoXGEkJ1kTkUXnJABMB35xUEECx9dJNjdKdAXObpb0pOH0Rokq4DUrHW4dUHhiUtAWkMx1ACu+78Xr4NkkEAgQr4uxZ8+eMtsrVUBEczBxba7OiadQ6meOdSk8GxHWnjTcOqCgCnhDl1PRwtVnJRC+GDG/YD4nWYko/bsQDio5PY7q5PDZlUWJAH5zAltJl+XggpsK5Pf7PSsrD48F8ASrh8dhcHR3K/c9trfi9bpIgMlkbduouWkEpmXzw988zof/aktND1agrIVstUhMUWj6/X7C4TAXbTmBz37vDpx5jI5yBZsb7ny6JFiLQnMxFFvcVhO5mqbh8/mIRqMlgSuEKB1be1OEkYkMfcPJiiiwlJKegUm6WmN876OXceNdO9A1lStftonGunlaQC0TQgiOPaqF3T2jSAlnn9BVMf2tm+MVy4U09+fidocnJgS39Cu0BeDSlVXE2Cxdsikm2TQr66AnLZgowKQpGMrJsuhqEcdx0HV9SWkch0MkEiGbzVa9Jn1WAsNKInAQRxAYfDY6XY3mXDsyG0hbVAhWw07TFAoSMKq7fIDbVCGrN6I6eYLmaOl1KWFfyo1aN86KFFtqAFvxYSu+moJVIKv61fp8Ps/KysNjEXiC1cPjMHjfX76CN/zzd8jkZm7mQb/BJ959KV//+Vae2tNf5hnq01UUVanwHbUdyf6+CbTpVoy1IqyGYSx6yFAIwUmburjw7E38+q7t885brQnBYnAch0KhsGCR2Nz9AtjXN8EDTx6qmbIQ8htomsqalfX805vOrDrPs8lX33cxdz+yn8a6ECdtWLHk5Qdy7jD/yKyCdV2BKzodJgrQOUt3TxTgkTHBUVFJVwhWhSXbJwV+1e2IVQ3HcdA07TkRrLVyqgWul+ufIsfGJTkHInq5qJzN2NgYTU1NqKpa1qK2iMTNJXBEeU7BrqRg67B7Hb91tcO0yxmancFWjCW5FABouo6qaRX+wh4eHpV4STMeHofBBWdu5Mvvv5KGuhCGrhEN+fnAX13IWy87k7t+8E9c85rT8RkauqaysqWOr/z7VcgqeQS6pnDmSetYv349AEcddRSdnZ20tLQQj8cJh8OlIcOl8n9f/GvedtkZ885z0Zm1C7eWm2IUKZUpoKqVw59Fb9WPv+P852yfquE3NF5x+lGHJVbBLaB6SVxyUXu5oIsZsCo80+AB4K4hhWdSM80Fojq8sdvhdZ0zYmguxQjrs0l7ezuapjEysrD5/ULYwqjZWMC27bLRg+XAUNxis+Pq3K5j43nYPSWwZ338iqkrcxsjFNGcDIHCSIX5f1iT00Vx5e+jgkPAHMeYVZhlC42Ur63Cb7WIPxBk1Zr1NDSvmMe11cPDo4gXYfXwOEzefOlpvPGSzUxMZYiFA2jTVeihgI+vf/iN/L8PXEUmVyAadvPTtu/u57vX3VuKygoBfp/Be695eSn66PP5SkOEszspHU5BhhCCr33oahQh+M5191ZMb46HePW5Rx/u4R82azvq0eYcj6ErvPvq0zn92I6KyvxngxvufJp7Hz/IRWeu47xTqufGHi4hzc1JrUXGciOrbQFoD0qGcoLmJRQiZbNZmpubSaVSFSkcErCUAKpTWLSZf8X+h0JEo1H27t276BSRWjhCJWO43aSChSHUOVZOlmUtu2CdjS3hul43dzhhwimzWqwWLcKqIQBNlo8eSGBlEN7c7WAobi7vfDhCR6JgzXJYKNs328K2LRRFRfHyVz08FkT96Ec/Ot/0eSd6eLzYEUIQ9FcfrldVBb9PL90Uzz/taCIhPzv2DSCl5KWb1/OTz76dtZ2V7SGLxVRFH9gjKcg479SjuXnrk4xPpnGkRFEEzfVhfvqJKwj6nz2xUAtDVzn9uE7u395LKlugsS7IF//xlZy/eQ3R8NIjyUvlj0/08h/fuYu9vePcs62Hc07soj5WJVn0WUBK+GmPws4pQcGB0xolG2OSTdPRwMWQTCYJBAK0tLQwNjZWNs1Sg+T0emzVh2HPV1JUm7a2NrLZLJOT1Svj9yZhMCdo9C2u0MrU3BwIN+e1XMiHw2EURaloyrEcjOfhyUnBWN5NXlgTLk+zqK+vJ5PJkMstPIxfUIJkjWYcoRIkVxZdrYUiLRRp4bMrjxvAsW0mx0fRFIhGQl7RlYeHy8dqTfAirB4ezxGKovDOq7fwzqu3PKfb9ft0/vjT93HbfTt4fFcv67tbeeVZmxgeHiSRqG7P9WxzVGcDN37xjUgpj+hGPTye4rs3PoJpS9726hMWFZ0dGE3OilwLhsZSrO1oWGCp5aNo3lCY/j23KAjc4WRHMdDsTMVgsZSSQ4cOsXHjRvx+f5ngUpwCQtpodu3Cv/koqEH6UwIjX11ADufg9iHFjUAKWBedP/lSIAnlB6b/X4lpms9ahPW2QYXxAqwIwFlNDnG/SkpvQpEmAXNsSQVfriXVzO/F4DY6WPh98ISqh8fi8ASrh8eLAFVVuPDsTVx49qbSa+3t7aiqyvj4+PO2X0dys7Zsh7d97AZGJzM4UrL10f3c9KU3EfTPn995/ubV/PA3jzE0lmLVijpO3th+WNvfOizYkxRsaXZYXT0VsgIh4HWdDkM5wZpwbbGUNZqQKBio+Ozq4jGZTNLY2MihQ4dKr6nSIlwYXNJxzCav1ZHP2PhNh2pn0a8ybfbk5nMuhI0KQlSkAhSxLItAoHa1/pHQEZSMFwRdIUmDDwqKDylUbKECrljVtMXdAn1WAkVaaIsQoIshEovT1NLG+Ngwmm54otXDYxF4gtXD40WKoii0traiquqyFNc814wlMkwmc6UGA6bl0DuUYH1X47zLxcJ+rvvcVUyl8tRFFva/3DmU51N3jNAUUvnYhS2EDIXBLDyVcGvl7xpWWB1ZfMV83IC4Mb/YUxwTW/FV7V5VJJFI0NbWVnP64dDodzCFipWrLsyiOrxhlYPtVDYkmIstNDJGCwChQmUrUnAF62JF41I5o0lyeuNMqoVuZ3GEjiJNBJKRkRHa2toYHx9fMNKq4FQ8OEgEeS2C5uSr2lVVQ9d190FR9yEUhcamVqSUWDYcRtdgD48XFZ5LgIfHixhFUWhqaqK1tfX53pUl0xANEAoYKEIgcIf325uji1pWVRTi0cCiIls/eXSS8YzNgXGTBw+6VeD70zPL5R2W1ZZIApqdJpgfRJvHJimZTJa8bxfCAbJanIIyf65uR1OYBj2HMo9lVU9KsD0hMBfQ6M7s24usPrNlWc9qdHH2qgUSv5XAsDNlrht1dXVA7ar+nBYlZbRii/KYs6kGMNUIWX3x6STxeBzDMEgmJpC2Ob2PAsvztfLwWBAvwurh8SJHURTi8Ti2bf9ZRVo1TeW7H34NX/2/B7Ash7+9/BTCgeXPhzy1K8BTQzmEgHVNbg7jxqhkb1KQdySnNiy+YGox5LUophpBSItwYajmfFJKUqkUbW1t9Pb2zrtOU41gaSEsGcTIV/dWbWlpWTBFJGnCPSPuwUY1OC5eW2jpsoAojCCkXVMAW5Y1rwOGLQyyehzdTtc05J9NIBDA5/NhGAaGYZQaWRSLF4sFjLM7srW0tJBIJDBxq/rtOVX9phoCFEw1gGrNRLw1J48pzSV5r5qmieM4DA8Pk80VaGpdQTIxQWN9nKU1zfXwePHhCVYPDw9UVaWpqQnLspiYmHi+d2fRrGyJ8em/v+BZW/8dD+1j+zPjnNi6gi3rYrTH3ChbzIA3dT87xvnFofNqQ+hzGRkZYdWqVQvOp9lZCloEZZ6h60gkwsjISFUj/SJB1U0LSFrQGlg4KjjXGmouC0VYTTWIFBqmFsZnpwgGg0SjUQKBAKqq1hSixZbAmUwG0zRLr1Xr5nbUUUfR3NzMwOAgAXMMxSnf54A5jqX4MaxywaxIm1BhGJjJxZ7vt23bmKaJqrpj/8mpSZJTrhNDLBJCUfzL+uDj4fFCwxOsHh4egBtpbWtrw7Ztpqamnu/ded556Kk+PvKtu4ht3gKZAg/0jfJwX55w2MdtT45x8YYIbz65sk3rkWLYGXQ7B4voJJXNZjFNk5aWFoaGakdjVSwi+f5515XP5/H55q+CVxW4qsvdr+UQV7ZtzxthDSk5CEZoCvupj2zEcRxyuVzJg9Y0TXKWJGPraGbysLxnDx48yJo1a3AcB0VRSu2Ei4K4+FuIFWX7WhSjs/Nfq+XCzn6tp6entA6fz09DUysTY8NI1Ufelvg1T7F6eNTCE6weHh4lFEVh5cqV9PT0kE4fno/nC4XhiZSrysQsH9z6ODlVYc0quH776LMiWGFpbU8HBgbo7OxkZGQExzn8qG82m6WhoTwfs1r0c7aYm/sjhGBqamrBFIUixeYYhmGgGz6a21YyPHCIdMotcFrR0oSu64yMDDM6kK3ayCBtNOEoBrYmCFhLHx3I5/MMDw8TiURwHKcUCc3lcqWIbPG14vYP5zyvXr2azs7OUgQ7HI0RDIfJF/KzxO/yPAh4eLwQ8QSrh4dHGYqi0NnZyf79+xdlqv5C5WWb1/C7+/ey6+AujK71gEBVBIpwhdw5a0LP9y4CkE6nEUKgaRqFwvxD8PMxPj6O3++ft4hLSolt2xQKBWzbLok5y7JIWSrhSJSG4NJqeW3bxufzEYzEUFWVaF1DSbAmEglWrlw5M5QvBJqq4Q8ESKWSICW6laagqehO9dzcxTA6Osro6OjMcSJIGy0gDEL5iarG/0ulr6+Pjo4O9u/fD8DE2Ai2ZZNOTxEOR9ANA4mXyerhUQuxgJ2HV7ro4fEipChMdu3atWhz9RcytiPpnTSJBHXGCgodAYeA/qchLXRdZ+3atTy8dxSJQrAwMm+V/7OBRJDyu362XRGT8ZHa6QlzWbNmDZOTk0jVR319PY7j8NS+AfzWJAJJU1MT8foGth2YYH17HJ+uIoRgZLCfxKRbIGb4/DQ0tTA+Oky+hiXXUnBQSPtcy7BallzzYSoBcno9hpXEZ1em14TCEYRQaGlrR+KK12isjoChlVo8e3i8SKn5xepFWD08PCootoaNRCJePiugKoJV9a4DQYP/yONgo3ko2LBiGTrC+v1+CqaFI9z9k0KtaSO1FGzh3h5qmf6XIzHMKerq68lnqrd0rYVlWZgY9E0pOGqGVN7BUoOYTgHDSTMyMoJUfDhCR+IOm+dzGTKZNAhBS9tKgqEwqqpiFvLLIlgVHIKFESSLK36bi624xXmWYuCbk1YrhKBtZRcAuWwGx3GYGBthcmKMo9cffaS77uHxgsUTrB4eHlUpOge8mAWrZdnsPDDKkwmN3WMW15wcp6t+YeusZ6YED44JTql3WDenW2zKhOt73WHzi1Y4rDxC0RoIBHBsi0BhBCmUeZsNLBYbhYzRgqYKotYoZmH+1BAB+OwpuhramdTrkAgy6eoduuZimiYBn4pI2QyMjLu2UkJFCoWcFsWwUuQLeY5Z2YSmCqayJiMH99HZfRSqpiGEKBUyabqOz+cjn5/jhiAEoVCYTCaNXGT+qbqAw8F8+KwpVMdEreLKIKVkfHQYhCiLRDe3rMCUCtJ20FTPIt3DYy6eYPXw8KiJz+erLgBeJLzrczfzTFIn0L0eoSj0psY5+/g2VobgpS21/VfvGxVkbMEdwwprow7KrPkU4XZscQB9GXRJNBplamrKtZBaKHtDCJASn89PNF7PxOgIllUp+m7okQAAHN5JREFUcKVwh6WPXhFFU2OMDPUzNekWNAXDEVraVjIy2E8qmShbLpPNEo7W4Q+GOLBnV9k0RVHx+f00t7aTmBwnEAwRCIbIpZMEdJVw3m0xawsDS/FhKzq26qr5cNCPprpRf78qpw/F/ds2cyhGAATEImHqYxEsy2JsbIzJyUlUTaeuvoFoLE4mnaK/t4dnO9tNAPo8bVzHR4crXsvnsgRDYbTluCg8PF6AeILVw8OjJkIIGhoa6O+f3xLphYiUkp0pH+HV60qvNTdHSdmCZ5JwQr0kXiPYujYseSIBqqiURkHNbW9qLaK96UL4/X50XWd4uFIAzaW5tZ3I/2/v3kLrXPP7jn+f5z2t89Jp6WjZkuXDnr0nmQ5MJk1K0pl2OheB0AlNSEhuelEKKaUU2uYigQbSi9A2NJDctEOgEFpa2hQSUqbNtISBpE1TpgwzzGTP3t6WLcuSJdk6L63Tu97n7cXSWpa2jrbl7WXp9wFjW+vopddLv/V//8//KQ/weGGeweEKhWKJdhyzuX50swgvjXlnIo+3HxIrY5O9wBqGEZ7nEUYZ2N0mCEKyuTw725ssPlpg7vZdTPr8PLj1PG7sV0PjOCYIAgaGRnqLuzLZHKFvmJiYOLSIq95uU3VNsqZFqZBjd6+K9TxCD959912cS4EUP3+wRO3tP8eQsbExxsbGaCZgTCcE5vIFygODvd7X8yiXy0xNTdFqtdjc3GR7e/vYaQWvamtzna3NdaampiiXy6eO+xK5ihRYReRExhgGBgZYWVl5pZFJ/abdTvif/3eeVjvhyz88RyY6vO1mmqb87je3GLh5i3b6fLzT0uouEyN5xvOGUnDcPXf8aCVlrphSCDqh9ePyF/TOWywWz1397gYgay0bz1Zpx61eCP04A4SBhwFq1SrN5vNq4dbGM+q1Ks39CRKjk1Nks3kSlxCGIevr64yPjvQq874f4Pk+aZpi0wRSj4zv0cYBhijw8bzOB6PumKuDC/2MqQBQLuZ6o7M6/47z/Xv9NCVJHaTQasWd3tdz8DyPqakpCoUC1loymUwvBDcaDRYWFk7dZOGgFENiAry0daj7OQwjpmfm2N3ZZm1lqTMeLMjSdoZQeVXkEAVWETlVmqaUy+W3agess/zSb32db/7FEmkK/+nr3+V3f+1vYQ+ct7+/3uIPv7dLgofvGUaHc2xsN1jfavCFcp1PT2ROuffOmffx7MmXp3S3/IQwOe+8W8PH67WlUont7een5YulAaJMhmdrK0duvbK8iPU83H7Iera2cvouU60mmWyOXKFAlM2wfqDfsnlg3Nnm+jPapTaNeo2Jqeud28YN8vk8zjlGKyP4xmGMwcs9f938YxaudU/zX6TAMwR0dsEyPrjk7OpoPp9nenq6N1+2q/vnbDbL3Nwc9+/fP1dorYUVnAnItDcJkufjt4y1GGvx9icDeL5PlMnQdglBai/8tRB5mymwisipPM+7VIE1cY4//dZCL/o9WN7k6dYeY0OF3nWGch7GQMY3/NB7Y+SLGZK2472wemZYPQ9nfJr+AAC+a3Qqj6cIowzTM3NUd7dZXX7c+7rneYRhSL5QZHh0HN8PsNays71Fq9kJlZWxCTLZHE8eLzJxbZra3h7rT1eYnr1FEIQs3P+Q5JgQ9+TxI6JMltLAIM3myYuuatVdavtzU5cXF8DAQKlIpVJhfHwcoC9Ob1trCYKAubk55ufnjz2tb4xhfHycwcHBU59zd+7tzZs3mZ+fPzO0WtfGecGhVgno9K3O33u/9yEibrV49OAjPGuYnZ1VYBU5QIFVRM6Uy+UwxrzVM1mbrTa/+m/+mG99/wmZyKfe7ASWKPAYKBwOoUM5n9/6qQkWNmO2ggyPaoZy6PHXZ4tnPo5L4fcXLZsxfOWaY/iY3U47r6LDpMmREHOc3ultP2BwuMLO1ibOJaysrDAxMUGcdE4vQ6ci3joQMHP5zlD6KJMhymQx1rL+dOXMdUdJ0qa2t3tktX8mk2X82g02nq5S26tiTGelP9C7btxsMDAw0BdB9SBrLb7v90Jr93lDpx/4+vXrvV28znNfQRCcK7Rm2hvQPn4YmvvY7VrNBtZa6q02ge8T+v31Goq8KQqsInKmNE3J5XJv9Xat/+GPvsOffGuBVpwQBR53bwwzXM7x93/2LxOFR98KJ0oBLoV4vcoXR/NMnXP8VOxgrdkJJ6sNw3B0OBk2vSKtoAxpSmoszgRnjqJq1GssLz5kcnqGbC6PMZZCqUQQBKQkPFt70lux//Hg9PjRPL7n02w2WHx4n3Y7xlrLk8cLJEmbYmkAPwjZeHa+Yf9+GOL7PgNDI1TGJ3sfZOI4Zu3JYxr1GnEcs7y8zMTEBJ7XX4Pwu2F0bm6OhYUFGo0GIyMjVCqVF25JOBha79+/f2Kf94vWSTPZPJ4f4khJEuizl1DkjVBgFZEzWWspFApvdWDd2K4TtzthLnEpX/rhW/ztn/zsoeu04oRvf7jCzWuD2DDiH//XVeK24/PTNf7JFyvnepzIgy9PODaahjvFo2XMzmD/zgp3MFAc58Zoga1nq2euXu+Gw/LgIHErBh9c6kjTlPoJi4mSdptk//R3d6j+9dnbhFHEw/sfMDI2sd9GsEk7Pnv2aHVnm/UgYLgy3qu4G2MIw5BCqUyj3unR3NraYmhoiEwm05eVVmMMMzMzWGtxzr30c/x4pfWsxYl+EJK041PPVtT2dknTFGMMcerw6K/XT+RN0P8CETmTMYZSqXSh9/dJ9+f9zN/4NMVcRC4TUC5EfPFzs/zqv/5j/s4/+33+3/tLAPy9X/9D/tFv/jd++pf+I3/2pM2P/dB1PveDk4SVIb563/L4nNvV3yzA54ZTjjubG7W3yLaeEsWdnuBs6BP4Htl84eiVD6jX9lhZftxZvOT5pC4hsCkP9/emfxGtZoM4buGcY2XpEatPHp8aVoMgZHxymijqtE5sb27QbNRp1GqHglc3rHY9ffq0b9tIOq+j1/v9VVhrCcOQmzdvnhp8M9kcN27eZnJ65sTrdBbOZQ+MGzO0L8+ADpGXpgqriJxLEAT4vv/KMyiz2eyRBSUHxxmlaUq9XmdpaencY4POY3qszB/85i+wtLrD9fEy/+rf/2/+x59/RNx2/IN/+TW+8oV3+M5HK6QpFAoZnsYexhpK+RBrOr2pD6uGa7mXC2AOS+zlCZIaftqiTUjgGfb2amz5LRq16pn3Ud3ZojVcIYwiCvkci4sLL/X9WFle7P25tnf842aynR6IRr1GoVSmUCqTAvlCke3NDRYf3u9dL5cv0Gw22Ns9vCuac65vA+tF64bW2dlZHjx4cGyl1bmk1z5xnCjKMDZ5DZckzN97v/fatl2Kb7UAS642c8abydV4pxGRMznniOOYBw8evHRo9TyP27dv9ypbpz2Wc46FhQXq9VffG/44//A3vsb/+vajw8/PGsauT/LlX/hJQt9SDmCukNJOYa1p+MKoo3jK/NXTNPwBYi+PcS2iZJep0WGK5c6kgO5r0W63WXuydOq2psZYKqOjlMsl7n34Ye90fHdXsjAM2dnZoVqtvnRYNMYwd/c90jRl/sO/6GwgMTpOsdRZSLW7s3VoWsFJstksMzMzfdfH+jo552g2myeGVuj8YG34A5jUESU7vR5Xay0377wLwMrSIrW9KiOj42QzIflctu9aK0RegxN/MKjCKiLn0u3Vu3Xr1ksHyevXrx8a/n7aYxnTGe2zsrLCxsb5dyY6r1/86c/z7Xsr1OotrLWkQYbB9z7L3R/oPMc0hUom5b2BlIwHr/r53U9qxDYitSGxP0JpoBNWD4ZK3/fJ5nKnBlZIcUmbMAi4e/cuvu/3glE30HTbN3Z2dtjc3KRWO76XwfM8stks2WyWQqFAGIYsLy+zu7vL1uY6pM+r39lsfv91SVlbOd/OZ1elunqQtZYoipicnOTx4+NDfWIj2n6nBaRcyHBtvMLy6jMa2097vauZbJbq7vMNBe7cufNGWmlE+oUqrCLyQroBZmlp6dDQ+rNUKhUqlcoLV4mSJGFvb48P7s3zZ995xDszI0xWLqafdrve5le+tsriRpNGvU6Yy5PJ+Pyld0YZKmewwHQ+5ScmX/2tMDE+9XCM2bECiUsJfUPoQeAfrhss3P/g2Ap2oVBgcHCQYrHY2TXqHME/TdPeafmtrS2q1SpRFJHP58lms3ied+S+nHNsbGywsnJ484EoyjIyPsn2xrPeRIKzhGHIrVu3rmRl0DnXG53lB2FvwRt0frDuhWOkxme0HDE1lGNlq87G2jKfun0TYwyNRp2lRw9InSOMMhQKBcZGR/G8q/daypVy4puaAquIvBTnHOvr66ytrZ1ZScvn89y4ceOlg4tzjs//7K8zv/gMY+D3/sXPURnMv9R9HfSN+3v89p88o3VMq+xP/dUZ2hhuF1K+OP7qb4WxzZFkhnhvugw8X/H/8V7eBx99vzebM5vNMjg4SLncuc15QupJuuHVGHPm9yFJEprN5gttP3qS7iD+q9QWAJ3Xu9Fo0HKGKMrw6MFHh+bjOuNRC0fBJURhSCNuY63HD94Y6H2PV5cfs7uzxY25OwRBSHVrnaGh0zc1EHnLnfgGp6NeRF6KtZbh4WHeeecdhoaGTgxSvu/3WgFeljGG9+dXqDdj0hQWV0+v8DViR6119tLqd0ZDvANP2+z/+pvvFfn52ZSfmHT8+NjFfG73XQ3bWOfx4iJbG+tAZ8FTt2LdNT0zRxhF3Lp1i5mZGQYGBvA878y+37N0V8Of5/vgeR6ZTIbbt2+TzZ6yx+wxstksw8PDvYC6srLC9vb2meOeLptub3G71aTRqNP+2EIrmyYUmk/IJNu4xhYYi0tho9qiFSes7zbY299BrLqzg3OOWr1Fo9G4cq+lCKjCKiIXIEk6q59XVlbY2to6dNnc3BxRFL1yVeg3/u3X+ee/80f8yGdm+LW/++P4/vEVuw/WmvzK11Zxacovf2mUz02fHrj2mgm//afrfHelyS/+6BB/ZfbVK7fn4QcB7Thm4tp1Mpkc3sHWgDQlsOkbP/3bDdNPnjw5c2teYwxjY2MMDQ31vlatVtna2uptIHAVK4PtdpsPP/zwxJC5G01ybFEpbVNsdTZzKJYHGZuYIk1TqjvbDA+WsZoaIJeTWgJE5PVLkoQkSXjy5Am7u7uMj48zNDR0oUGl2xvYaBy/v/3v/J8N/uB7ncrUj9zI8stfGr2wx34RLZsj9vNk4w3sMduvBkFIlOksrPE8j0wuTxiEDFdGwVhCD/olkyRJwu7uLuvr68debq1lcnKSIAgOfa+7bQiv0srwtnPOsVOt0WrFPF1dPtI+0/BLOBPit2s0w8He16PWU8L0+Wzcm3feff7apgmZ4Gq1WMiVoSkBIvL6dU9dX7t2jXa7fSTAXARjDJOTk8zPzx97+Y/dzPPfP6jiXMqX7xYv9LFfROwXcCagbTOEydFdqManpokyWZYXE2p7VRq1PabmxvEsGNs/YRU639dSqUSxePLreVwovYih/G89Y8lk82Ryhu2tjUOLrwAy7QOza9twa2YaawzvP2riWhtYOpXZx48eUBmdIAxDDJD6cEU/A8gVpcAqIheue/r3dVTVjDFEUUShUKBaPTr0/u5oxL/7+Wu4FHLhmzsFnYk3SGyGIKnh+T6+59M8sOimnSSEaYrn+3iex9zcHL7v9+1p8359Xv0scRA7SEl5+mSZRqNB20aAxaYxXnp4GkTo6njWgjE4L0NiM1jXGUnWatR5urLE9OwtgCML9kQuO70Dichr8Tp/mHZPQZ8kE9g3GlYBvLRNmFQxpFy7cZPp2VuEUdS7PAxCjDGMjE5ws8/Dqryc51uqGlb3UurZSRrBCI1giHo40rteCjS8AmlhEs/zSNoxQWsT3x2en1ssD/RmsSZaeCVXjN4dReStk7iUr37jIb/3vQbNN7jRusMS28yZzf71vT1azeah+apLiw9J0xTPWnxPYfUy6h4XaZoyOzXKD1wfoJzzCa3Db3c2kqj5A1SjKWK/TNNZ4nabRq1GmOwdaebb3tyg1WqStNtYVVflitGiKxF56/znP1/kn/6X7+Ic/NxnS/zMZ8pv5HnshRWcCcm0NwmS43eTOonv+8zevInv+W98GoC8Ho39zyfdhWfd0/hJkvCdRztHrm9dizDZJXDHLyjsCsOI6dk5PGMIfQVXuVQ0h1VELo9yLsAAnoWJ4YvZ9epl+EkdkyZY15mxac7ZtxuGITdv3iTwFVavgm5YBXo7ixUzHnSnRxgDaRtnQxrBMOnJP7MB8HwfYzrLsa7g7rdyRanCKiJvpW+8v0Yzdvy1Tw3zwQcfvOmng/U8ZubukrRjFubvHXudIAgYHx/vrbZXG8Dl1jiwpmpna4PSwFCvytpqNVmY/4h6MEhiswRJlcQEGFKy8foZkRXyhRLjU9N4BlVZ5TLRWCsRuVy+8KnOfNUkSSiXy2xvn29/+9dmf8j+cYthfN9nbGyMcrncWzQjV0uUydJsNomiiDR1bDxb2w+nGzgTYNP4zJB6UJp2jjMtvZKrQoFVRN5qnudRqVReS2BNgXowjLMBueZTLEc3AOhyzvHg3vuHvub7PpVKhcHBzkB4VVSvFt9AO00BQxCEzwenplDd6RyvBvDSw9u2dk9tnhZg47izqUCaQqudqsoql57ePUXkrRcEAblc7rXcd2IzpHg4G5z7Np7nMT4+zp07dxgcHMRaq7B6BfkeeHQq71ub61R3tnEuYXf36IKrrhRDNZpkL5o4tScvbrV48vgRxhhSde/JFaAKq4i89ay1VCoVFhYWLvR+DZBrPcUZH++MldtdlUqFSqXSe15ytQW+xXOObC6P7wc8uPf9I9uzHtRdcNX53XDaUpJeW0BqaLRTIs9o9yu5tBRYReStZ4whn88TBAFxHJ99gxfgpS28A3u6n2ZiYoKBgQEFVTnEGEMmm8MYQ5jJ0KzXT7yuxZFvrnRud0blNI5bxHFMEARAikvBU2CVS0rvqiJyaUxNTb2xxx4fH2dwcBDP897Yc5D+1Flo1/nzxNQNsrn8qde3OOw5llO145i15cXuoxC7VGOu5NJSYBWRS8FaSy6XY2xs7BN/7G5YVWVVTtKtfPq+TyZ7emB9EfV6jYX5D/cXYRne4MZvIq+V3l1F5NKw1jI8PEyp9Po2ExgZnWDy+kxvNNXo6ChDQ0OqrMqpfGvwcLQae+xsb1zofcetFmtPlgBIVGKVS0obB4jIpeOc4/79+zSbzRe+bQo0/RImTYiSPTzfZ+r6LPW9Ko1GndHxKYwxLMzfY3CgzPDwsMKqnItLoZV0js9GvYYxls31Neq1vVMXYp0lXygyMjpBEIZAZ5yWr0NS3k7amlVErg5jDDMzMy8VJJ0Jib0iLX8AhyUIQsIwIpcvEkUZjDFsrj8l8D1GRkYUVuXcuj+JrbVkc3ky2SyT0zNcn739SvdbLA8ShGEv9CYqNcklpMAqIpeOMQbP80hLY6ycvCD7WDZt4bs6QbKHoVMJe7wwz+NH8zxbW2Fh/h7rT1cZHR3VjlXyQoyBwEL35OXq8iJpmuIHwQv1P4dRxM3bn2K40unX3tnePHS55rLKZaSxViJyKS1uN/nqN9dI8fjKVEIlc77bGSAbbwCGiWs3SNpt1laWepfHrSZhGJLL5RRY5YV5tvOByiUJvmdZmL+HMZCmaWcTgHO0Bniej/U8gjACoF7bo9moE0bnPMhF3kKqsIrIpeTbTpg0mN6fX+j2vk8uX6BYHjhyWaVSUViVl2YN+L7H5OQkhpS41WL29qe4eeddCsUyE9du4Pkn15PqtT0efvQBK0udkVapcyw+vN/7u8hlpEVXInJpre42cc5Re7ZM/ZRh7SfJ5vI4l9BsPN/lyvM87t69qxFW8sqcczSbTZafrDA53Zk80ajXyGRzrCwvUt3ZPvd9WWspDQwxXBnDGMj4+kAlb6UTD1y1BIjIpTVWjHDOsVbPv1Rgrdf2jnytVCq90opukS5rLVEUMTzSqdgnSUIYZVhbWaJW3eXG3B3iVovlxYdn3tfk9Vkymez+3zobCOgkgFwmKhGIyKVmraVQKFzo/akdQC6KtZZiPsez1WWstVhrieMWxlp8PyDc71M9y3mvJ/K2UoVVRC69bDZ79pXOqbPNpgKrXBxrDeNjo2zt7lAolsnni9T39li4/yHOnb11VXlw+GPHpI5PuXxUYRWRKyHcH6r+qhRW5aIZY7DWEvqWWm2P8sAQpfIg7XaMc8mZty+WyoePS7WsyCWkwCoiV0I+fzH7t6vCKq+DtZZsNk8ul++0AwTBuW/75PECG8/WnvdWG4NTZpVLRoFVRC49a+2FBVZNB5DXxfMshpSNZ2tsrj899+2SJKE0MNj7IKVFgXIZ6Z1XRC49YwylUulCwqaqq/K62P2dsIaGK0zP3nqh23re8yUpnQ0ILvrZibxZCqwiciWkacrw8PAr348qrPI6GWPAgKfjTOQQ/Y8QkSvB8zxGRkZeuEKqiqp8koyByDNkAsudO3colUrnul2SdBZnpWmKZ1I8/XSXS0aHtIhcKYODg6QYEnP2VL/B4Qpzd98jXyj2vhbHsXoE5bUypvMBKwxDpqamuHPnDsVi8cTrB2GI53kAJO02FqdNA+TSUWAVkSvD8zxGR0ephaPUwjHaNtO7LN3/5bC9PanN/mnZg1XWJEkUWOUT0w2u09PTRNHxmwMMj47v962m7G4901kBuZS0cYCIXCnGGLKZkL2Wg/T5UPa9sEJqOrNa/aROtr3BxtNVttafHZqFqcAqb8ro6CiLi4tHvr7xdI0wjFh/usrQQFl91nIpKbCKyJXieR6fvlak7VLarYjV1VWqe7VeWAVoe1nSsELGVclkc+TyBVaXF3HO9XoFRT5J1lqKxSJBEBDH8aHLWs0Gj+bvATA1Mf4mnp7Ia2fOqBSojCAil1aapjjnaDSbfGe5AenzU6mfmRnAAO12TBCENJsNFh98RDabZWZmptczKPJJcc6xvb3N0tLSkcustQyNVBgdGcFatQTIW+vEg1cVVhG5sowxeJ5HLpvl+hA82mgBCbiEnVqTyDg219eYuHaDNOm0D9TrdZxzCqzyibPWUi6XieOYVqtFq9UijmOSJGH6xixBlKXtUkJ1BMglpAqriAjg0pTNakw+MvjWsLm5yebmJq1WC2MMUSaL5/vs7e4wODjI+Pi4Qqu8Ed0zA/B8q+DEpSSpJfA6GxCIvKVOPHoVWEVEjtENBM1mk/X1dYZGJ7HW8vD+hyTtmHfeeUeBVUTkYimwioi8rCRJSFJDkiSYNMHzPHy/01GlEUIiIhdGgVVERERE+tqJgVWt2SIiIiLS1xRYRURERKSvKbCKiIj0mbaDOAFtqibSoTmsIiIifaa9v2uwxylNfSJXiAKriIhInwk9cKnCqkiXpgSIiIiISD/QlAAREREReTspsIqIiIhIX1NgFREREZG+psAqIiIiIn1NgVVERERE+poCq4iIiIj0NQVWEREREelrCqwiIiIi0tcUWEVERESkrymwioiIiEhfU2AVERERkb6mwCoiIiIifU2BVURERET6mgKriIiIiPQ1BVYRERER6WsKrCIiIiLS1xRYRURERKSvKbCKiIiISF9TYBURERGRvqbAKiIiIiJ9TYFVRERERPqaAquIiIiI9DUFVhERERHpawqsIiIiItLXFFhFREREpK8psIqIiIhIX1NgFREREZG+psAqIiIiIn1NgVVERERE+poCq4iIiIj0NQVWEREREelrCqwiIiIi0tcUWEVERESkr/lnXG4+kWchIiIiInICVVhFREREpK8psIqIiIhIX1NgFREREZG+psAqIiIiIn1NgVVERERE+poCq4iIiIj0tf8PbPPCh9fH5+IAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 864x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = gplt.polyplot(\n",
    "    contiguous_usa, projection=gcrs.AlbersEqualArea(),\n",
    "    edgecolor='white', facecolor='lightgray',\n",
    "    figsize=(12, 8)\n",
    ")\n",
    "gplt.pointplot(\n",
    "    continental_usa_cities, ax=ax, hue='ELEV_IN_FT', cmap='Blues',\n",
    "    scheme='quantiles',\n",
    "    scale='ELEV_IN_FT', limits=(1, 10),    \n",
    "    legend=True, legend_var='scale',\n",
    "    legend_kwargs={'frameon': False},\n",
    "    legend_values=[-110, 1750, 3600, 5500, 7400],\n",
    "    legend_labels=['-110 feet', '1750 feet', '3600 feet', '5500 feet', '7400 feet']   \n",
    ")\n",
    "ax.set_title('Cities in the Continental United States by Elevation', fontsize=16)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's look at a couple of other plot types available in `geoplot` (for the full list, see the [Plot Reference](../plot_references/plot_reference.rst))."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<cartopy.mpl.geoaxes.GeoAxesSubplot at 0x12cb5e128>"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "gplt.choropleth(\n",
    "    contiguous_usa, hue='population', projection=gcrs.AlbersEqualArea(),\n",
    "    edgecolor='white', linewidth=1,\n",
    "    cmap='Greens', legend=True,\n",
    "    scheme='FisherJenks',\n",
    "    legend_labels=[\n",
    "        '<3 million', '3-6.7 million', '6.7-12.8 million',\n",
    "        '12.8-25 million', '25-37 million'\n",
    "    ]\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This `choropleth` of population by state shows how much larger certain coastal states are than their peers in the central United States. A `choropleth` is the standard-bearer in cartography for showing information about areas because it's easy to make and interpret."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/alex/miniconda3/envs/geoplot-dev/lib/python3.6/site-packages/scipy/stats/stats.py:1633: FutureWarning: Using a non-tuple sequence for multidimensional indexing is deprecated; use `arr[tuple(seq)]` instead of `arr[seq]`. In the future this will be interpreted as an array index, `arr[np.array(seq)]`, which will result either in an error or a different result.\n",
      "  return np.add.reduce(sorted[indexer] * weights, axis=axis) / sumval\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<cartopy.mpl.geoaxes.GeoAxesSubplot at 0x12f173ac8>"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "boroughs = gpd.read_file(gplt.datasets.get_path('nyc_boroughs'))\n",
    "collisions = gpd.read_file(gplt.datasets.get_path('nyc_collision_factors'))\n",
    "\n",
    "ax = gplt.kdeplot(collisions, cmap='Reds', shade=True, clip=boroughs, projection=gcrs.AlbersEqualArea())\n",
    "gplt.polyplot(boroughs, zorder=1, ax=ax)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "A `kdeplot` smoothes point data out into a heatmap. This makes it easy to spot regional trends in your input data. The `clip` parameter can be used to clip the resulting plot to the surrounding geometry&mdash;in this case, the outline of New York City."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "You should now know enough `geoplot` to try it out in your own projects!\n",
    "\n",
    "To install `geoplot`, run `conda install geoplot`. To see more examples using `geoplot`, check out the [Gallery](../gallery/index.rst)."
   ]
  }
 ],
 "metadata": {
  "anaconda-cloud": {},
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